{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython\n",
    "%matplotlib inline\n",
    "\n",
    "from prophet import Prophet\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import logging\n",
    "import warnings\n",
    "\n",
    "logging.getLogger('prophet').setLevel(logging.ERROR)\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<prophet.forecaster.Prophet at 0x7f578ce95760>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({\n",
    "    'ds': pd.date_range(start='2020-01-01', periods=20),\n",
    "    'y': np.arange(20),\n",
    "})\n",
    "m = Prophet(weekly_seasonality=False)\n",
    "m.fit(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Loading required package: Rcpp\n",
      "\n",
      "R[write to console]: Loading required package: rlang\n",
      "\n",
      "R[write to console]: Disabling yearly seasonality. Run prophet with yearly.seasonality=TRUE to override this.\n",
      "\n",
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n",
      "R[write to console]: n.changepoints greater than number of observations. Using 15\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "library(prophet)\n",
    "df <- data.frame(\n",
    "    ds=seq(as.Date(\"2020-01-01\"), by = \"day\", length.out = 20),\n",
    "    y=1:20\n",
    ")\n",
    "m <- prophet(df, weekly.seasonality=FALSE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving models\n",
    "\n",
    "It is possible to save fitted Prophet models so that they can be loaded and used later.\n",
    "\n",
    "In R, this is done with `saveRDS` and `readRDS`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%R\n",
    "saveRDS(m, file=\"model.RDS\")  # Save model\n",
    "m <- readRDS(file=\"model.RDS\")  # Load model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In Python, models should not be saved with pickle; the Stan backend attached to the model object will not pickle well, and will produce issues under certain versions of Python. Instead, you should use the built-in serialization functions to serialize the model to json:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from prophet.serialize import model_to_json, model_from_json\n",
    "\n",
    "with open('serialized_model.json', 'w') as fout:\n",
    "    fout.write(model_to_json(m))  # Save model\n",
    "\n",
    "with open('serialized_model.json', 'r') as fin:\n",
    "    m = model_from_json(fin.read())  # Load model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The json file will be portable across systems, and deserialization is backwards compatible with older versions of prophet."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Flat trend\n",
    "\n",
    "For time series that exhibit strong seasonality patterns rather than trend changes, or when we want to rely on the pattern of exogenous regressors (e.g. for causal inference with time series), it may be useful to force the trend growth rate to be flat. This can be achieved simply by passing `growth='flat'` when creating the model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling yearly seasonality. Run prophet with yearly.seasonality=TRUE to override this.\n",
      "\n",
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n",
      "R[write to console]: n.changepoints greater than number of observations. Using 15\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "m <- prophet(df, growth='flat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = Prophet(growth='flat')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is a comparison of counterfactual forecasting with exogenous regressors using linear versus flat growth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from prophet import Prophet\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "\n",
    "regressor = \"location_4\"\n",
    "target = \"location_41\"\n",
    "cutoff = pd.to_datetime(\"2023-04-17 00:00:00\")\n",
    "\n",
    "df = (\n",
    "    pd.read_csv(\n",
    "        \"https://raw.githubusercontent.com/facebook/prophet/main/examples/example_pedestrians_multivariate.csv\", \n",
    "        parse_dates=[\"ds\"]\n",
    "    )\n",
    "    .rename(columns={target: \"y\"})\n",
    ")\n",
    "train = df.loc[df[\"ds\"] < cutoff]\n",
    "test = df.loc[df[\"ds\"] >= cutoff]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fit_model(growth):\n",
    "    m = Prophet(growth=growth, seasonality_mode=\"multiplicative\", daily_seasonality=15)\n",
    "    m.add_regressor(\"location_4\", mode=\"multiplicative\")\n",
    "    m.fit(train)\n",
    "    preds = pd.merge(\n",
    "        test,\n",
    "        m.predict(test),\n",
    "        on=\"ds\",\n",
    "        how=\"inner\"\n",
    "    )\n",
    "    mape = ((preds[\"yhat\"] - preds[\"y\"]).abs() / preds_linear[\"y\"]).mean()\n",
    "    return m, preds, mape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "01:19:58 - cmdstanpy - INFO - Chain [1] start processing\n",
      "01:19:58 - cmdstanpy - INFO - Chain [1] done processing\n"
     ]
    }
   ],
   "source": [
    "m_linear, preds_linear, mape_linear = fit_model(\"linear\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "01:19:58 - cmdstanpy - INFO - Chain [1] start processing\n",
      "01:19:58 - cmdstanpy - INFO - Chain [1] done processing\n"
     ]
    }
   ],
   "source": [
    "m_flat, preds_flat, mape_flat = fit_model(\"flat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pGgDk5Cd2xP7JZeyb3Mb+yW3sn9yV7b4RQiAQ09EajGFvIAp/RIYpZKiyBXZ3AUosCmxqzq+M6jeGrkEIoKBocI/kGcmRvIqK3BjJs9lsvTpvUIW8uro6bN68GWvWrEkfM00TAPCDH/wAF110EQBg8uTJeOWVV/DQQw9hyZIl/dYem83W7QttsVj4h6CfqKrK1zeHsX9yF/smt7F/chv7J3dlo29CMR3eqIZGfxTNwTgiWmIvu+HFNqjK0A113VFUFYpqGdQhT1EBRZZy5ue/t+0YNCFvwYIF6YIp1dXV6ePDhw8HAEyYMCHj/GOOOQa7du0CAFRVVaG5uTnjel3X4fF4UFVVlT6nqakp45zU16lziIiIiGhoMc3EiJ0vqqEpEIMnrCGsGbDIEoodFlQWcC87yj05/3GDEAILFizAM888g1WrVnWZUjlmzBiMGDGiy7YK27Ztw+jRowEA06ZNg9frxYYNG9LXr1q1CqZp4pRTTkmf89prr6WH/gFg5cqVOOqoo7qdqklERERE+clI7mG3vTWIN3d4sKbBgw27fWgOxuGwyKgpsmN4oR0OCwMe5aacH8mrq6vD8uXL8dxzz8HtdqfX0BUVFcHhcECSJPz0pz/FzTffjEmTJuGEE07Ao48+iq1bt+Jvf/sbgMSo3pe//GVcdtlluP/++6FpGhYsWIDvfe97GDFiBADgnHPOweLFi3HJJZfgmmuuwebNm3H33Xfjt7/9bdaeOxERERENDM0w4Y1o8ITiaAzG4I/qMEwBh0VBicMypNfX0eCT8yFv6dKlAICZM2dmHH/44Ydx4YUXAgAWLlyIaDSKq666Ch6PB5MmTcLKlSsxbty49PnLli3DggULcMYZZ0CWZXz729/G73//+/T1RUVFePnll1FXV4eTTjoJ5eXluOmmmzL20iMiIiKi/CGEgDeSmIa53x+FP2ZACAGXVUGFywoL19jRIJXzIa+32/hde+21uPbaa3u8vrS0FMuXLz/ofRx//PF4/fXXD6l9RERERDS4mKZAWziOPd4o9vmj0AwTbpuKKrcNap7vX0dDQ86HPCIiIiKiwyWEQDBmwB/TsMcbRXMwBiEEypxW2Lm2jvIMQx4RERER5SXDFGgPx+GNaGgMxBCI6YjpJiyyhHKnFVaus6M8xZBHRERERHklGNPRGopjtzeC9rAGUyQKqBTaVNi55QENAQx5RERERDTo6YaJtrCG/f4omgIxhOI6XFYVwwqs3KSchhyGPCIiIiIatAJRHe2+GPb4ovBGdEgQKLJbUO5yZrtpRFnDkEdEREREg0pEM9Dsi+CTpgCibQIxIaPAqrA6JlESQx4RERER5TzdMNEe0dDoj6IxEEcgHIUWimNYhYIqpz3bzSPKKQx5RERERJRzhBAIxQ0EY3q6OqYvqgEAimwWjCyyIQgrnFYWUiE6EEMeEREREeWE1F527ZE49vmj8IZ1RHQDMiS4rDKqCmzpIiqGrmW5tUS5iyGPiIiIiLImHNcRiBkIRDv2sotoJuyqjEK7inKXBZLEdXZEh4Ihj4iIiIgGTFQz4I/q8Ec1tATj8Md0RDQDANJ72VVyLzuiw8KQR0RERET9RjdMBGI6/FEdLaEY2sM6wpoBIQTsqgynVUGp0wKZo3VEfYYhj4iIiIj6VDiuwxfV4QlraA5EEYob0EwBq5LY6qDYYWOoI+pHDHlEREREdFhMUyAQ0+GLamgOxuAJ6wjFdcgSUGBVUe6ywpIsmEJE/Y8hj4iIiIgOmW6Y8EV1tIfjaAzE4I/piGoGbKqCAquC0iI7C6YQZQlDHhERERH1Skw34I3oaAvF0RiIIhgzYAoBh0VBkV3FsAJbtptIRGDIIyIiIqIepDYk90U1tATiaA3HEYrpQHIa5jC3DarM0TqiXMOQR0RERERphingj2rwRnQ0BaLwRhIbkltkCQVWFSOK7CyaQpTjGPKIiIiIhjjTFPBFNbSF4tjnj8If1aGZAg5VRoFNRUWBNdtNJKJDwJBHRERENEQFY4n1dXt9UbRH4ogbAi6LgjKnFVaV1TCJBiuGPCIiIqIhJKYb8IQ1NPpjaA7GEIrrcFoUlDissDHYEeUFhjwiIiKiPGeYAu3hOJqDcez3R+GP6VAlCUUOFeUuZ7abR0R9jCGPiIiIKE8FojpaQ3Hs8UXQHtYgBOC2K6hm8RSivMaQR0RERJRHYrqBtpCG/f4IWoIawpoBl1VBZYEVFoXTMYmGAoY8IiIiokHONAXaIxqaAjHs90cRiOlQZQlFdgsrYxINQQx5RERERINUIKqjLRzHHm8E7RENhilQaFcxktMxiYY0hjwiIiKiQSSum2gLJwqoNAfi6emYFS5OxySiBIY8IiIiohwX0410EZW9/igCUU7HJKKeMeQRERER5aCYbqA1lBix80Z0hOJ6ojqmjdMxiejgGPKIiIiIcoRumPBGtI797KIarIqMApuK4W47FJnBjog+HUMeERERUZaYpkAobiAQ0+GNaGgKJDYqh5AS+9kVOzhiR0SHjCGPiIiIaADF9cRoXXs4jsZgDKG4gZhmQJYlFFhVVBXYoLKAChEdBoY8IiIion4khEAgpiMQ0+EJxdEcjCMYNwABOK0yiuwq7AW2bDeTiPIIQx4RERFRH4vrJvxRDb6ohqZAHN6ohrhuQpYkFNgUDHfbuL6OiPoNQx4RERHRYdINE/6Ynt6c3BPW0tUwHRYlMVqnKtluJhENEQx5RERERIdICAF/VIc/qsMTiaM1FEc4bkA3BayKDJdFYTVMIsqanF/Vu2TJEkydOhVutxuVlZU466yz8NFHH3V7rhACX/nKVyBJEp599tmM63bt2oW5c+fC6XSisrISP/3pT6HresY5r776Kk488UTYbDaMHz8ejzzySD89KyIiIhqMgjEdDW1hrN3RjjUNHryzx4tdnggkAJUuK0YVO1DltsFtVxnwiChrcn4kb/Xq1airq8PUqVOh6zquv/56zJ49Gx988AFcLlfGub/73e8gdVNm2DAMzJ07F1VVVXjzzTexf/9+nH/++bBYLLj99tsBAA0NDZg7dy4uv/xyLFu2DK+88gouvfRSDB8+HHPmzBmQ50pERES5RzcFmgMxeKJh7PMnqmG6rAqKHZyCSUS5KedD3ksvvZTx9SOPPILKykps2LABM2bMSB9/99138etf/xrvvPMOhg8fnnGbl19+GR988AH+85//YNiwYTjhhBNw66234pprrsEtt9wCq9WK+++/H7W1tfj1r38NADjmmGOwZs0a/Pa3v2XIIyIiGkJMU8Af0+GPamgNhLF7vxemzYSsqii2W1Dusma7iUREB5XzIe9APp8PAFBaWpo+Fg6Hcc455+APf/gDqqqqutxm7dq1mDhxIoYNG5Y+NmfOHMyfPx9btmzB5MmTsXbtWsyaNSvjdnPmzMHChQt7bEssFkMsFkt/7ff7AQCapkHTtM/0/KhnmqZB13W+tjmK/ZO72De5jf2TO8JxHS3BOPb7o2iPaNB0AdnUAV1HRbEMq1UFIGDo7KtcYOgaDF1nf+SofOkfQ9cAWcqZ39G9bcegCnmmaWLhwoWYPn06jjvuuPTxq666Cqeddhq+8Y1vdHu7xsbGjIAHIP11Y2PjQc/x+/2IRCJwOBxd7nfJkiVYvHhxl+Otra0Z4Y/6hq7raG9vBwCo6qD61h0S2D+5i32T29g/2SWEQDCmozWkoSkYQySuw25R4bIqcCkSTOgIx8OIBLyIKeyfXGIaOiJBPyQJkNk3OSdf+icS0yFLElpaRLabAgAIBAK9Om9QveJ1dXXYvHkz1qxZkz72/PPPY9WqVdi0adOAt+e6667DokWL0l/7/X7U1NSgvLwchYWFA96efJf65KK8vBwWiyXLraEDsX9yF/smt7F/siOmG2gLJUbtmoMmdMOGomIXRtqUjPX9hq5BCKCgqASKyv7JJeyb3JYv/WNENCiyhIqK8mw3BQBgs9l6dd6gCXkLFizAihUr8Nprr6G6ujp9fNWqVdi+fTuKi4szzv/2t7+Nz33uc3j11VdRVVWFdevWZVzf1NQEAOnpnVVVVeljnc8pLCzsdhQPSLzI3b3QFouFf6j7iaqqfH1zGPsnd7Fvchv7p/8JIRCKG/BFNbSG4mgNxuGParAqMsrczoMWUFFUFYpqGdRvVPMV+ya35UP/aMJAe8TImd/PvW1Hzoc8IQR+9KMf4ZlnnsGrr76K2trajOuvvfZaXHrppRnHJk6ciN/+9rf42te+BgCYNm0abrvtNjQ3N6OyshIAsHLlShQWFmLChAnpc1588cWM+1m5ciWmTZvWX0+NiIiI+lFcN+GLavBFNDQH4/BHdUR0A4okwW1TUF3sgNxNVW4iGnpiuokdnjDqPWHUt4WxvS2E+rYw9vqiOKqyAP9v8shsN/GQ5HzIq6urw/Lly/Hcc8/B7Xan19AVFRXB4XCgqqqq22Iro0aNSgfC2bNnY8KECTjvvPNw5513orGxET/72c9QV1eXHom7/PLLce+99+Lqq6/GxRdfjFWrVuGpp57CCy+8MHBPloiIiA6LaQp4wnE0B+PYH4giGDMghIDDoqDApqDcZel2uyUiGho0w8TO9kg6xNW3hbHdE8YebwRmD8vufBENQohB9bsj50Pe0qVLAQAzZ87MOP7www/jwgsv7NV9KIqCFStWYP78+Zg2bRpcLhcuuOAC/PznP0+fU1tbixdeeAFXXXUV7r77blRXV+PBBx/k9glERESDQFw30RyMYXd7BC2heGItkE3BcLeNm5ITDUG6YWK3L5oOc9vbwqhvC2GXNwqjhzRXaFMxtsyJsWVOjCtzYVyZE2UuK8pd1kEV8IA+DnmTJ0/u9QuwcePGXp0nxKFXsunuNqNHj+4yHfNAM2fOzEoBFyIiIjp0pingi2poC8WxyxuBL6LBpiqoLLDCosjZbh4RDQDDFNjji3QKcompljvbI9B7CHMuq4JxZU6MLXNhbKkT48oToa7M2XWk3xvJja0TDlWfhryzzjor/f/RaBT33XcfJkyYkF7X9tZbb2HLli344Q9/2JcPS0REREOEZpjwRTS0RzTs80cRiOrQTAG3lWvsiPKZKQT2+aPY3poIcvWeELa3hbHTE0HMMLu9jcMiY2ypKzky50yO0rkwrGDwjcwdqj4NeTfffHP6/y+99FJcccUVuPXWW7ucs3v37r58WCIiIspjcd1EeyQxYtcYiCIQ0yEE4LQoKHNaYVU5akeUL4QQaAzEsL1T8ZP6tjAaPGFE9e7DnE2VUVvaEeTGJUfoqgptQ/aDn35bk/f000/jnXfe6XL83HPPxZQpU/DQQw/110MTERHRIKcZJtrDGpqDMTQFYgjGdEACCqwqqtx2qFxnRzSoCSHQHIwnC5+E0iN0DZ4wwprR7W2sioQxJc4u6+aGF9q59vYA/RbyHA4H3njjDRxxxBEZx9944w3Y7fb+elgiIiIapHTDhDeS2Mdunz+KQMwAIOC2qXwTRzRICSHQGopnVrNMFkEJxrsPc6osYXSJo2NULjndcmSRgx/w9FK/hbyFCxdi/vz52LhxI04++WQAwNtvv42HHnoIN954Y389LBEREQ0iumHCF9XhCSeCnTeiAUJiZUyiQag9HE9Oswxje2sAHzcHsNNXD39M7/Z8RQJqih0YV54sgJIcoRtV7IDK4kmHpd9C3rXXXouxY8fi7rvvxmOPPQYAOOaYY/Dwww/j7LPP7q+HJSIiohwXjuvwRnS0RzQ0BxIjdqYQcFkVVBXY+OaOKMf5olpiRK41hO3JzcPr28Jo76ESpSwB1UWOjAIo48pcGFXs4JraftKv++SdffbZDHREREQEI7lJ+X5/FI2BOMJxHVJyjd2wAiuDHVEOCsb09NTK1DTL7W0htIW7D3MSgBFFdowtc6K22I6RDhMTqitQW+GGXVUGtvFDXL9vhh6Px9Hc3AzTzKyGM2rUqP5+aCIiIsqyUExHSyiO3d4I2iMahBAotltQWmTP+xLmRINFKK6joS2cMSq3vS2E5mC8x9sMd9vSWxKkRudqS51wWBJhztA1BLweuItdUBjwBly/hbyPP/4YF198Md58882M40IISJIEw+h+oSURERENboYp0BaKY38gikZ/DKG4DpdVxTAXR+yIsimqGWjwhNPr5lIjdPsDsR5vU1lgTRc/GVvmxLhSJ2rLnHBZ+32siA5Dv/XOhRdeCFVVsWLFCgwfPpyf1hEREeUpIQRCcQPBmA5fRENzKJ4xalfmdPB9ANEAiukmdnjCqPdkrpvb54tC9HCbMqclo5Ll2ORec247w9xg1G+99u6772LDhg04+uij++shiIiIKEsMUyS2OwjG0BSMIRw3EdENyBLgUBWO2hENAM0wsbM90mV7gj2+CMwe0lyJw5IxKjeuPBHsiuyWgW089at+C3kTJkxAa2trf909ERERZUEwpqM1FMee5Bo7wxRwWhS4bQrKXRaO2BH1A90wscsb6dhjzpOYarmrPQKjhzBXaFMxrtyJsaWZ6+ZKndaBbTxlRb+FvDvuuANXX301br/9dkycOBEWS+anA4WFhf310ERERNSHOlfG3O+PIRw34LQqqHBZYeFoHVGfMUyBPb5Icr1cOD1Ct7M9Ar2HoTmXVcG4TpuGp7YnKHPyQ5ehrN9C3qxZswAAZ5xxRsZxFl4hIiLKfZphwh/V0R6OY68/Cl9Eh0BijV25iyMBRIfDFAL7fNEuYW5HexjxHobmnBYFtaXJEFfuxLjSRKirLLAyzFEX/Rby/vvf//bXXRMREVE/iOkG2sMaWoIxNIfiCMZ0CJEYKeBedkSHzhQCjf5YogBKp73mGjxhxHSz29vYVDk5xbJjVG5cmRPD3DbIDHPUS/0W8j7/+c/3110TERFRH4nrJtojGpoDUTQFE8FOloACm4oqtx2qzDeVRJ9GCIHmYDwjyNW3hVHvCSGidR/mrIqEMaXJSpalHVUtRxTZGebosPVrTdTXX38df/zjH1FfX4+nn34aI0eOxF//+lfU1tbi9NNP78+HJiIioh7EdTNRGTO5l10wZgAQKLSpGMk3mEQ9EkKgLaxhe1sI21s7CqBsbwsjFO9+KZIqSxhd4jhgewInRhY5+CEK9Zt+C3l///vfcd5552HevHnYuHEjYrHEJos+nw+33347Xnzxxf56aCIiIjpAOK7DG9HRFoqhORhHMJ4IdgVWFcPdNih8s0mUwROOp0flOm9R4I/p3Z6vSMCoEkd6f7lx5YmpljVFdk51pgHXbyHvF7/4Be6//36cf/75eOKJJ9LHp0+fjl/84hf99bBERESUFIrp8IQ1NAWjaAtpiGgGZEmC26Yw2BEleSNaMsB1bBq+vS0Eb6T7MCdLQHWxA+MOWDc3usTBarOUM/ot5H300UeYMWNGl+NFRUXwer399bBERERDlm6Y8Md0+KM6moMxtIc1hOMGrKoMt01hSXUa0oIxvcuo3Pa2ENrCWrfnSwBGFNkztycodWJMqRM2lWGOclu/hbyqqip88sknGDNmTMbxNWvWYOzYsf31sERERENKTDfgjeiJipjBGEJxA7opYFNkFDDY0RAUiutoaAtjuyecWDfXFkK9J4zmYLzH2wx329Ijcql1c7WlTtgtygC2nKjv9FvIu+yyy3DllVfioYcegiRJ2LdvH9auXYuf/OQnuPHGG/vrYYmIiPKaaQoEYjp80UThFE9YQyimAxJQYFVR6eJWBzQ0RDQDH7VF0bS/BQ3eWHqErjEQ6/E2wwqsiTVz6QIoLtSWOuCy9mstQqIB12/f0ddeey1M08QZZ5yBcDiMGTNmwGaz4Sc/+Ql+9KMf9dfDEhER5Z24bsIX1eCNaGgMxOCP6ojpBmyKDJdVZcl1ymtR3cAOTyRz3VxrGPv8UXS/bThQ7rImglx63VyiGIrbzjBHQ0O/fKcbhoE33ngDdXV1+OlPf4pPPvkEwWAQEyZMQEFBQX88JBERUd4QQiAUN9Kjda3JaphCCDgtCkocFthUW7abSdSn4rqJXd4IPmkNJbcmSFz2+CIwe0hzxTYFY8tdGF/uwtjkpuFjy5woslsGtvFEOaZfQp6iKJg9ezY+/PBDFBcXY8KECf3xMERERHlDCAFfJDFatz8QhTesI6IbUCUJBayGSXlENxJh7sDtCXZ7IzB6CHNFdjVd+GRceWJUbkyxFWosAHdxKRSVoY6os34bsz7uuONQX1+P2tra/noIIiKiQU0IgVAsUTRlZ9SL9phAVDPhsMgosKood7FoCg1euimwxxtJj8ptT24avqs9Ar2HobkCq5IxIpdaN9ddASFD13CQ5XdEQ1q/7pP3k5/8BLfeeitOOukkuFyujOsLCwv766GJiIhyVlQz4I/qCMYT2xx4AhG0t/nhLlZR5nZiWAGr+dHgYpgC+/xRbE+umUtNs9zRHka8h6E5p0VJ7zGXWDuXKIZSWWDlBxtEfaDfQt6ZZ54JAPj617+e8cMqhIAkSTAMo78emoiIKKfEdROecBwtwRiagnEEY4lNlu2qDKdFgc1th7vQDkVlwKPcZQqBRn8M9Z5wxrq5Bk8YMd3s9jZ2VUZtaceIXGp0rsptY5gj6kf9FvIefvhh1NTUQFEy/2CZpoldu3b118MSERHlBMMUaA/H0RqKY68/imBUhyQBhTYLRnaqhmnoGgLhLDeWqBMhBJqC8fSoXGrdXIMnjIjWfZizKhLGJMNceuPwMidGFLLyK1E29FvIu/jii7F//35UVlZmHG9ra8OsWbNwwQUX9NdDExERZYVpCvhjOtpCMezxReGL6BACicIphXYWTqGcIoRAayienGYZRr0njO3JEbpQvPsZV6osYUypA2NLO0blxpW5MLKI399EuaTfQl5qWuaBgsEg7HZ7fz0sERHRgNIMM7E5eUTHfn8U7RENccOEy6JgWAE3Jqfc4AnHMypZpi7+5NThAymyhFHF9oxRuXFlLtQU2fk9TTQI9HnIW7RoEQBAkiTceOONcDqd6esMw8Dbb7+NE044oa8floiIqN+ZpkBUNxDTTQRjBjyRxHTMUMyAkbGHHd8EU3Z4I1q6kmVqqmW9JwRvpPswJ0tAdbED40qdGFfuTI/QjS5xwMIwRzRo9XnI27RpE4DESN77778Pq9Wavs5qtWLSpEn4yU9+0tcPS0RE1C/CcR3tEQ3tYQ1t4TiimomYbsIQAhZZgtPKETsaeIGoju2eTkEuGerawlq350sARhbZ0yNyqS0KRpc4+aEEUR7q85D33//+FwBw0UUX4e677+ZWCURENOiE4zq8kcQWB83BOEJxHYokwWmR4bIqKHZYoHL9EQ2AYExHgyfcsW4uuddcSyje421GFNoSlSxLO/aaqy11wm5h9VaioaJfq2sSERENBnE9sa7OH9XREorBG9ERimlQZRmFdhWlRXaWe6d+FdGMjrVynlA61DUeZLfvYQXWjDVzqWDntDLMEQ11/RbyiIiIclkopsMb1dAaiqM1GEconlhXl9q7rrTYwWBHfS6qG9jhiWSsm6tvC2OvP9rjbcpd1uSG4U6MK+8YoSuw8W0cEXWPvx2IiGjICMUS6+uaAlG0hjSENQOqJKHApmCY28YpmNRn4rqJne2RRJDzhLG9NTFCt9cXhSm6v02p05IOcGPLXBhf5kRtmRNFdsvANp6IBr2cD3lLlizBP/7xD2zduhUOhwOnnXYa7rjjDhx11FEAAI/Hg5tvvhkvv/wydu3ahYqKCpx11lm49dZbUVRUlL6fXbt2Yf78+fjvf/+LgoICXHDBBViyZAlUteMlePXVV7Fo0SJs2bIFNTU1+NnPfoYLL7xwoJ8yERH1kdS+db6IhuZgDJ5wIthZZQluu4oyp4WjdXRYdMPETm8kPSK3Pblmbo83AqOHMFdkV5OFT5JTLZObiJc4rd3fgIjoEOV8yFu9ejXq6uowdepU6LqO66+/HrNnz8YHH3wAl8uFffv2Yd++fbjrrrswYcIE7Ny5E5dffjn27duHv/3tbwASWzfMnTsXVVVVePPNN7F//36cf/75sFgsuP322wEADQ0NmDt3Li6//HIsW7YMr7zyCi699FIMHz4cc+bMyeZLQEREh8AwBdrDcbRHNOz3RxGI6YjpAjZVhtumMNjRZ6KbArs9mZUst3vC2NUegd7D0FyBVUlPrxzXad0cvweJqL9JQogePmfKTS0tLaisrMTq1asxY8aMbs95+umnce655yIUCkFVVfzrX//CV7/6Vezbtw/Dhg0DANx///245ppr0NLSAqvVimuuuQYvvPACNm/enL6f733ve/B6vXjppZe6fZxYLIZYrGNBtN/vR01NDVpbW1lVtB9omobW1laUl5fDYuHUlVzD/sldQ6FvTFPAG9XgCcWxPxCFP6LDMAGnVUaBTc3pEvGGriHgbYe7uASKmp/9M5gYpsA+fwz1njAaPBF80hrEJ60h7PFr0HoIc06LjNpSJ8aWOpKVLB0YW+pEhYthrj/xZye35Uv/eCMaFFnCjHHl2W4KgETeKC8vh8/nO2jeyPmRvAP5fD4AQGlp6UHPKSwsTE/FXLt2LSZOnJgOeAAwZ84czJ8/H1u2bMHkyZOxdu1azJo1K+N+5syZg4ULF/b4OEuWLMHixYu7HG9tbc0If9Q3dF1He3s7AGRMs6XcwP7JXfnaN6YQCMV0+KI6WkJxBGM6dDOxIbnLqkCRJUAD4hrQc7H57DMNHZGgH5IEyEr+9E+uM4VAU0jHTm8MO3xx7PDGsMMbxy5/HPEe5lnaFQmjiqwYU2zD6CIraottGF1sRaVTPSDMmYAeRNA3MM9lqOLPTm7Ll/6JxHTIkoSWltwYFwsEAr06b1C94qZpYuHChZg+fTqOO+64bs9pbW3Frbfeiu9///vpY42NjRkBD0D668bGxoOe4/f7EYlE4HA4ujzWddddh0WLFqW/To3klZeXcySvH2haYoPXfB6NGMzYP7krn/omNRWzNRRHczCGUEyGZlrhdNhRXaLCMgg3JDd0DUIABUWD+9PuXCWEQFMwjnpPGPVtEdR7ImjwhNHQHkFEM7u9jU2RMKbUgdpSJ8YU2zDcquPYmgqMLHFB5shczuDPTm7Ll/4xkiN5FRW5MZJns9l6dd6gCnl1dXXYvHkz1qxZ0+31fr8fc+fOxYQJE3DLLbf0e3tsNlu3L7TFYhn0b6RylaqqfH1zGPsndw3mvjFMAV9yKuZefxTeiAYICQU2FZVFtkEZ7A6kqCoU1TKo3whlmxACraE4trdlrpur94QRihvd3saiSBhd4kjvNTeuNLFmbmSRPTESjNSUMw/cxQXsnxzEn53clg/9o6iAIks58/ezt+0YNCFvwYIFWLFiBV577TVUV1d3uT4QCODLX/4y3G43nnnmmYwXoKqqCuvWrcs4v6mpKX1d6t/Usc7nFBYWdjuKR0RE/cM0BSKagVDcgD+qYZ8/Cn+0YypmVYENah4EO/pshBDwhLXEtgRtoeTWBInKloGY3u1tFFnC6GJHetPwcWUujCtzorrYwW0ziCgv5XzIE0LgRz/6EZ555hm8+uqrqK2t7XKO3+/HnDlzYLPZ8Pzzz8Nut2dcP23aNNx2221obm5GZWUlAGDlypUoLCzEhAkT0ue8+OKLGbdbuXIlpk2b1k/PjIiIhBAIxxOBLqwZ8EU0eKMaInETMcOEEIlgV+6y5sWIHR0ab0TL2DA8tT2BL9p9mJMloCYZ5saVOTG21IVx5U6MKnbw+4eIhpScD3l1dXVYvnw5nnvuObjd7vQauqKiIjgcDvj9fsyePRvhcBiPPfYY/H4//H4/AKCiogKKomD27NmYMGECzjvvPNx5551obGzEz372M9TV1aWnW15++eW49957cfXVV+Piiy/GqlWr8NRTT+GFF17I2nMnIspHQggEYjo8YQ2NgSh8ER0RLTGdziJLsFsUuG0KylVWJhwq/FEtGeJSo3KJYNcW1ro9XwIwssjeMc0yOUI3usSZ05VUiYgGSs6HvKVLlwIAZs6cmXH84YcfxoUXXoiNGzfi7bffBgCMHz8+45yGhgaMGTMGiqJgxYoVmD9/PqZNmwaXy4ULLrgAP//5z9Pn1tbW4oUXXsBVV12Fu+++G9XV1XjwwQe5Rx4RUR8JxxPBbp8/irZQHFHdhF2VUWDlpuRDRTCmoyG511znEbqWUM/1T0cU2jA2Ob0yNdVyTIkDdosygC0nIhpccj7kfdo2fjNnzvzUcwBg9OjRXaZjdndfmzZtOqT2ERFRz2K6AU9YQ1MghuZgHKGYDqsqo9iuorKAb9LzVUQz0gGu3pNYN7fdE0ZToOfthYa5bcnCJ870CF1tqRNOK79PiIgOVc6HPCIiGlwimgF/VEdLMIamQAyB5B5DRXYVpcV2jtjlkahuYIcn0mXd3D5/z2GuwmXNKIAyNhnsCmx8S0JE1Ff4G5WIiA6LaQqE4gbaI3E0BmJoD2uIagYgAW6bipFFdu4tNsjFdRM72yPpwiepEbo93ih6mktT6rQkp1gmglxqumWhPTfKkBMR5TOGPCIiOmRRzYA3osET1tAaiiEUNxDVTVgVGW6bglKnhcFuENIME7u8kYxKlvVtYezxRmD0kOaK7Go6zHVeN1fsYJgjIsoWhjwiIjoo0xQIJ/etC8V1tIbi8EV0hOI6JAlwWhQU2rjGbjDRTYE93kh60/BUmNvpjcAwu09zbpuamGaZHJUbV54YoStl0RwiopzDkEdERBlSe9f5Yzq8YQ3NoRjCcQMx3QQA2FQZTouCYk7DzHmGKbDXF00EueSG4fVtYexoD0PrYWjOZVXS6+RSo3Pjypwod1kZ5oiIBgmGPCIigmaY8EU0+KIamgNx+GOJves6j9TZXDLf5OcoUwjs98fSBVBSI3Q7PBHEDLPb29hVOaOSZWqEbpjbxn4mIhrkGPKIiIag1GidL6qjLRRDcyiOYEyHEIDDosBlVbh3XQ4SQqApEEtvGr69NYR6TxgNnjAiWvdhzqbIGFPqyBiVG1vmwvBCG0diiYjyFEMeEdEQkAh1OqJRE/6ohpZgHIGYjnBchyJLKLCpqHLbocp8058LhBBoCcUzRuW2tyXCXChudHsbiyJhTImzY3uC0sS6uRGFdijsVyKiIYUhj4goT6X2q2sPhLFjfwBmO6AJGQKJ0TqnhaN12SaEQFsojs37w2jcGUNDewz1ybVzgZje7W0UWcLoEkd64/DUCF11sYMhnYiIADDkERHlDcMU8EU1+CI6moJR+CKJdXWmrkPEDZS5FRQ4uN4qW7wRLXOfueT/+6I9hDkJqC52YGyZE+NT6+bKnBhV7IBFkQe49URENJgw5BERDWKaYaI9rMETjqMpGEMgqkM3BWyqDJc1sV+dMHQEEIbTqjDgDQB/VEtPs0wVQqn3hOEJa92eLwEY4bZgXHlB4pIshjK6xAGryjBHRESHjiGPiGiQCcZ0+KM6vBENjYEoAjEDEIDLKqPcZe0yytP9Ci46XMGYng5wnatatobiPd5mZKE9PSKXqmxZ41ahhXxwF5dCUbmBOBERHT6GPCKiQSCmG2gLJUJdSzCe3t6gwKqiym3jWqx+FI4byXVyofQ+c9s9YTQFYj3eZpjb1lHJsjQx1bK21AmnteuG8YauofsxPiIios+GIY+IKEfFdRPeiIbWUBz7/VEEYjpUWUKR3YJylzXbzcs7Uc3AjvYIPmntmGJZ3xbCPn/PYa7CZc3Ya25cMswV2PjnlYiIsod/hYiIckBq37pQ8uIJx+GNaAjGE1Mx3XYFI4vs3NesD8R0Ezvbw13Wze31RSF6uE2Z05KuZDm21Ilx5YnNwwvtnF5JRES5hyGPiChL4rqZrIapoTEQQzBmIKYbEACsigyHRcZwt417nH1GmmFiZ3skOSoXSga6MPZ4IzB7SHNFdhXjklsSdF43V+xgmCMiosGDIY+IaIDEdAOBqI5gcqTOE9YQihsQQsBhUeC2KSh3cd+6Q6WbAnu8EXzSac1cfVsYO70RGD2kObdN7RLkxpY6Ucp9A4mIKA8w5BER9RPTFAjGdfgiOtpCcbSG4wjFDZhCwCpLcFlVjtQdAsMU2OuLor4thE9SYc4Tws72CDSj+zDnsioYW+rssm6u3GVlmCMiorzFkEdE1IdCMR3+mA5fRENzMIZg3EBMN2GRJRQw1PWKKQT2+aMdlSyTm4bv9EQQM8xub+OwyKgtzQxyY8tcGFbAMEdEREMPQx4R0WGI6Qb8UR3+qIaWYBy+qJ7e3sBpUVBkV2FXu5bNp0SxmcZADNvTUyxDyYqWYUT17sOcTZFRm5pmWepMbxxeVWhjURoiIqIkhjwiokOgGSYCMR2BqI62A9bV2VUZLquKMq7ryiCEQEsojvq2cMa6uQZPGKF491u1WxQJY0qcndbNJYqhjCi0cySUiIjoUzDkEREdxIGhrj0Z6gwhYFVkFFgVTsFMEkKgLaylNw1PVbOsbwsltoLohiJLGF3iwLjUurnyRAGU6mIHN3gnIiL6jBjyiIg6SRVL8SdDXWsojlAsUSzFIktwWhUMc9uGfABpD8cTAc7TsW6uvi0MX1Tv9nxFAmqKHV0KoIwqdkBV5AFuPRERUX5jyCOiIS+qGfBFdXjDcTSliqVoJlRZgss2tEOdL6qlR+U6j9C1R7Ruz5cAVBfb00FubLIYyugSB6wqwxwREdFAYMgjoiHHNAX8sVSxlBg8YR2huA4JEhwWGcV2C2wFQyuQBGN6xojc9uQIXWso3uNtRhbaMypZji1zYkypg4VmiIiIsowhj4iGhIiWqILZnhqtixmI6yasioQCm4riIvuQqM4YjhvJKZahjKqWTcGew1yV25YOc6kRutpSJxwWhjkiIqJcxJBHRHnHNAXCmoFgTEcwpqM1HIc/aiAc19NbG5Q4LLDl8fTBqGagwZMsftIawLYmP3b5d2B/oOcwV1lgTW4cnghy48ucqC1zwmXlnwoiIqLBhH+5iWjQi+kGQvFEqPNFNHgiGsLJTcgBwK7KcFgUlOThaF1MN7GzPZwelUtNt9zri0L0cJsyp6VjzVzyMq7UBbedfxKIiIjyAf+iE9GgFIjq8EY0tIRi8IQToc4UAoqUWFdXaFNhc8l5s1+dZpjY2R7psm5ujzcCs4c0V+xQMbbUhbGldoxwCEwYWY7xlYUodlgGtvFEREQ0oBjyiGhQ0AwzOf3SQFMwitaghohuwCpLcFnVvKmAqRsmdvuiHUEuuWZulzcKo4c0V2hTM0blxidH6UqdVgCAoWsIeD1wFxdCURnwiIiI8h1DHhHlnFSgS03B9EYSG5CHNQO6IWBVJBQ5LKgosGa7qZ+ZYQrs8UU6Bbkw6j0h7PBEoPcQ5lxWpaOSZXLz8PHlLpQ5LXkzYklERESHjyGPiLJOCIFQ3IAvqqE1lNiAPBw3YJgCkgTYVQU2RUalyzroNs42hcA+fxTbWzuC3Pa2MHZ6IogZZre3cVhk1Cb3lxuXHqFzYViBlWGOiIiIPhVDHhFlRUQzEIgm9qprDsbhj+qIaEZ6A/LBFuiEEGgMxBLVLJNTLevbwmjwhBHVuw9zNjUR5jK2Jyh1oqrQlncFYoiIiGjgMOQR0YDQDRP+mA5fREdTMApfREdUNyGEgMOioMCmDIrpl0IINAfjycInofQIXYMnjLBmdHsbqyJhTImz07o5F8aXOTG80A4lD9YREhERUW5hyCOifqMZJrwRDW2hxAbk/qgO3RRwqDKcVgWlTkvOjlgJIdAW1jJG5VJFUILx7sOcKksYXeJIjswltygodaK62JEXRWGIiIhocGDII6I+Y5gCvoiGaEhHWzixti4YMwABuKy5u6auPRxPTrNMhLh6TyLU+aJ6t+crElBT3BHmUuvmRhU7cvL5ERER0dCS8yFvyZIl+Mc//oGtW7fC4XDgtNNOwx133IGjjjoqfU40GsWPf/xjPPHEE4jFYpgzZw7uu+8+DBs2LH3Orl27MH/+fPz3v/9FQUEBLrjgAixZsgSq2vESvPrqq1i0aBG2bNmCmpoa/OxnP8OFF144kE+XaFCJ6yYCMR3BmI5mfwj7mryQPCYMqOm1dcPdtpyZkuiLaukRuc4jdO0RrdvzZQmoLnJ0bBieDHWjih2wqgxzRERElJtyPuStXr0adXV1mDp1KnRdx/XXX4/Zs2fjgw8+gMvlAgBcddVVeOGFF/D000+jqKgICxYswLe+9S288cYbAADDMDB37lxUVVXhzTffxP79+3H++efDYrHg9ttvBwA0NDRg7ty5uPzyy7Fs2TK88soruPTSSzF8+HDMmTMna8+fKJfoRiLU+aOJkbr2cGJrA1MIyGZi1KvUYYXDbstqO4MxvWNUrlOoawt3H+YkACOK7IkgV5pYMzeuzInRpQ7YVWVgG09ElGOEEBBAenq9KQSESBw3BWAi8bWUPEeWJchS4msAMERipocpBGRJgiIheU4ffACYbEfnthqmgC4ETBOQpOQFyTZJEqTEzWCaqeeVOK4k/+3p+ZvJx5IkiVPwKedJovNPxiDQ0tKCyspKrF69GjNmzIDP50NFRQWWL1+O73znOwCArVu34phjjsHatWtx6qmn4l//+he++tWvYt++fenRvfvvvx/XXHMNWlpaYLVacc011+CFF17A5s2b04/1ve99D16vFy+99FKv2ub3+1FUVASfz4fCwsK+f/JDnKZpaGlpQUVFBSwWbug8EFLFUgJRHe1hDW2ROCJxA5opYFVkuCwKHFYFqix12nC7dMA23A7FdTS0hbE9Ob2yPhnmmoPxHm9T5bal95pLTbOsLXXCYcnfMJeNvqHeY/9kXyqspN4QdX6zPxD9YwoB0xTpMKSbZvLfxLHEdT2/XZMgQSRbnwowkiShp7d4qdAjpf8/cRvRKbB13Dc60proOChLidAESFAkCZLUcft0e0XHuWoy1Bmi4/oDm9dd2zsfS7QhkSaFAExdRyzohb2gGFJyZpYEQJElKJ1CZOfnleprKdmuVLuFEOk9SlPHOrdLSp4rSxLMZJAUACyyBJsqJ8NrxzniwNcx/Zp1hMkuvXPAC5IOlki8lp1e/sTrmgyunxaYU6FclroPsf0lX363eSMaFFnCzPHl2W4KgN7njZwfyTuQz+cDAJSWlgIANmzYAE3TMGvWrPQ5Rx99NEaNGpUOeWvXrsXEiRMzpm/OmTMH8+fPx5YtWzB58mSsXbs24z5S5yxcuLDHtsRiMcRisfTXfr8fQCKMaFr3Iwb02WmaBl3X+dr2o9R+dYGojrZwLL1fnW4CFhlwWBWU2BRYlFQgEoCpwzATv8wNXYeh933/RDUDDe0R1LdFEuvlPBE0eMLYH+g5zFW4rBhb6sC4MidqSx0YW+pAbakTLmt3Yc6E0cM2B/mgP/uGDh/7J5MQApohEDdMRHUTmm6mA1jHG/7ke/3kv7KUuCAZPA58w5sOcamRpwPefEN0jPgAgGl2vKE2dR3RYAjtuhWyevC3TQe268BslHFup+cCID26pcgyFDkRHpxWGRYlcbGriQ/UMgJVcoSpI6xJHc8JmeeIZFgwBWCaidfUEAImEiFSliXISDyuIsuwKjIsqpwReFPBS5aljlE7qSNoJEbREvdrdHqRZQmwKDJkKfHaG8mQlxjdQ7dhNDXi1vn5pEYDDTPxOJKpI+SMo7SkAFIyRKiylL4ospQxYmd2+j6QkqEs0T+J47phwhAd/ZN6XLlTeEs9h5huIqYZ8MY0+CMaDEMgnn7N0X2AFiJ96RKku5N87WVIODCbpfs1/Rpmfp+lHjf1+nX++sDwqaRer2Q/KbKUOfqZ7I9DDYn58rvN0DVAlnLm/Wdv2zGoQp5pmli4cCGmT5+O4447DgDQ2NgIq9WK4uLijHOHDRuGxsbG9DmdA17q+tR1BzvH7/cjEonA4XB0ac+SJUuwePHiLsdbW1szwh/1DV3X0d7eDgAZaynp8EQ1A6G4gVBchyesIRI3ETMMSBLgtChwWJTEmjoTQBSIRoFoN/djGjoiQX/iD6Hy2fonbpjY5Ytjpy+OHd44dnhj2OGLozGodfsmCQBK7QpGF9swpsiKMcVWjCm2YXSRFQVdwpwGM+xDIPyZmjao9UXfUP/Ju/4Riel5mmFCN03oJmAkQ4XZaXQmNTKSnjrX6Y2vqsiwKhKsioxiqwK7VUmHm9Qb89RIkJkcgUkEBxOGgfQoS+qx5OQbWFmSoCoyLIrU8cZWToQPpdO7+tQomhAChm4gYAi4XQYUFRnPo7uBslQb5c6BLPm6JN7si9TLlA4PqbYpMqBIZnIkCgCM5CV5g+4L+x46CZnJ4sBflwKAnrgIdA2ph9oMM3l33TmU1c1K8pIaE9J1HaFoECJqgZJ8X2ACiCcvn6a7t8rdtSf1EaBxwHkOAA4VGO7O/AAhESIzA1HH9clRwNSnAZ0cGJ+k1IcXEOmfmdR9dQ2O3X8/Jkb8kA6nZqfbaYaZCKu6AU1LfrBiCugmEp/hQqS/Z1OjnQc+ROcPNDqHYUmSIAkdWiiIuGFCUdWODyHQOTR20+YcE4npkCUJLS25MfkxEAj06rxB9dekrq4Omzdvxpo1a7LdFADAddddh0WLFqW/9vv9qKmpQXl5Oadr9oPUJxfl5eWcrnkYYrqBYCwxWtcSisIbEYhqgAQFNocD5UUK7Kp8yFM6DF2DEEBBUcmnTsvQDBM726MZo3Lb2yLY649mfMLeWbFdTW5J4EheEv9f5OD3wqc5lL6hgddd/2iGmTG9KvXGqTudg1PqjR/Q8em9dEBwSb3JTE/ZS57XeYQlFZq6G/nqTufpbYmwClhsMlyKBIdFgd2iJEaGFBkSOkKfLjrWaamSBKdVgU1VYLckRq5yocCRpmlobbXyb08O4vuCvpWasqqbImP0syNMdoymmsk1j0by/3XDhGZ23F4zTIQiMYQACHshDEXJHEkUIj1qeuDod+fR6dTvwAPXTaZG7GUpc61lZ51/ZR543YGjmulQnmxXx/RnCRaLDpsqo6IiN6Zr2my9q3swaELeggULsGLFCrz22muorq5OH6+qqkI8HofX680YzWtqakJVVVX6nHXr1mXcX1NTU/q61L+pY53PKSws7HYUD0i8yN290BaLhb9s+omqqnx9D1FUMxCI6fBFNLSG4gjEDES0RLEUmyqjwGFDZaHSJ/P0FVWFolrSb1R1w8Qub6RjjzlPohjKrvZI+pf7gQptKsaVJ/aX67xurtSZ+xul57ID+4b6R6roQypsGUJANzrWU3X+BD71CbmmmYjETISCBiQ18XNoUaT0uqTUG6rOQ1PpNybp/3To/Fan8yfvqXVKiiR3rFVCYroXkHwDpQI2SUKhKsOmysnRLhlWVYYidUyBUw4orNE5XKaut6kybIoMOQ8KVPBvT+5i3/StvvxLG4/Hsb9JQUlZGRRFzQhWqXCYmrKbMRU3GSjjemo2QDI8Gon1qumpxgLQRWrKqsj4PZSp42DmAGrH9ObESKWZDnudf49KigqXPXe+x3rbjpwPeUII/OhHP8IzzzyDV199FbW1tRnXn3TSSbBYLHjllVfw7W9/GwDw0UcfYdeuXZg2bRoAYNq0abjtttvQ3NyMyspKAMDKlStRWFiICRMmpM958cUXM+575cqV6fsgGixSoS4YM9AcjMIXTYQ6IQTsqgyHRUGh3danlcEMU2BXewRbdgew7+MwGtqjqG8LY2d7JL2Q/UAuq9KlAMq4MhfKnJYBXRhO+UOkPoE9YCpdYrpZIiSlihikRrASU+RSBSSS05lSo1mGSL8RSU2zMpPvIjKCWqcCCxKQXM+SuENVlqAqnT5pTn3yjMR0PEkCJCEjImyoKHfB6bCnf05TBR5Sb17M1NobZK73SYWozm9eDlwHJEQiOKbW26Seb+ewKXcKcfwZJKLDJUkSLMnRfIul7yLHgVNfu5uueuDE0gPDX8fvysx1menf4en7SbAog+93Ys6HvLq6OixfvhzPPfcc3G53eg1dUVERHA4HioqKcMkll2DRokUoLS1FYWEhfvSjH2HatGk49dRTAQCzZ8/GhAkTcN555+HOO+9EY2Mjfvazn6Guri49Enf55Zfj3nvvxdVXX42LL74Yq1atwlNPPYUXXngha8+d6NMIIRCOd4zUtYU1BOMdoc6mynBaFJQ4bH1SqtoUAvt80eT2BB17ze1oDyPew9Cc06KgtjRzn7mxZU5UFlj5RpLSjPQ0HzP9ia1mdvwB76564IFSgSdV8Q/oNGWxU+ECKVlpIxEKMx8jVYSg86iVTZYTxSgUGaqcLEaQLFKhyFJ6/ZhFSZxnUeT0VEhVkZKFLHoOTpqmocWqoaLCnTOfFBMR5arUtE0FEvK4MPZhy/mQt3TpUgDAzJkzM44//PDD6Y3Kf/vb30KWZXz729/O2Aw9RVEUrFixAvPnz8e0adPgcrlwwQUX4Oc//3n6nNraWrzwwgu46qqrcPfdd6O6uhoPPvgg98ijnJKufhnT4Y9oaAnFEUqGOgCJtS+qjGL74W1AbgqBRn8M9Z6OILe9LYwGTxixHqpQ2lQZowstGF/hxriKAoxLjtANc/dNwKTsO/DTU72HKTKdC0ukRooMs2MaDpBZIh1IFcRITA1UZcBlVeG0Jka0UlMFUxXfMm4jd+x5lfoENrX4Xzow6EkdhQE6rzFJPQ8k70OV5WRbkvfP718iIhpkBt0+ebmM++T1r6G4T55umAhrBiKaCX9UQ1MghmDMQFRPVL+0q0qyAuahF0oBEm/Gm4PxjCBXnwxzYa37+mlWRcKYEmdy3ZwrPUJX6VQQ9rcP+v1w8kmqclo0FoPP2w6rqwjoVL0xNTqWGNiSukxvOVCqiEeiAmBy2p/cUagv9T2YEaggQZUBqyrDpiqwqXJ6hCxdel1KjXjJsKqJf/NhHVdvDcXfbYMJ+yd3sW9yG/unf+TtPnlE+UwzTAQ6bT7uicQR1U3EdTMd6gpsCspdh7ZuTQiBtrB2QJgLYXtbGKF492FOlSWMLnGk18ql1s2NLHJ0u55vsO+Dk02paYqGmbkIvWORemLfsM6bIUsS0nsnpfeZkjJH1CyKBKuiwKLKqHBZUF7ugtNu61R0o1PJ+uTasc7VFlPVyjp/LXeezpgceZM6tYmjXkRERNnHkEeUJaYpkqN0iX3qPOE42sMawpoB3RSwyInFysV2C6xK76eMecLxLkGuvi0Mf6z7XYoUCRhV4sDYMhfGliZG6MaVuVBTZIeqZL98eS4zOq0Z67xnVyp0GZ0rhgkBiI5w1Vlqvy5VliHLicBlVxWondYauKwqXFY1Y1PgmG7CFCJ9e4vSMUqmSInqhnaLDMk00NoquOaLiIhoiGDIIxogcd1EMJ4YpfNGNbSHNUQ0A3EjUQDCoshwWmRUuqy9ClfeiIb6VJDzdBRC8Ua6D3OyBFQXOzAuWQQlNUI3qtiRE3tR5YrO+wQlNnPu2DNIFyJjpCxVmTG18XFqY1dZAmRFRkFyXzCrKsMqS7B0WlvWuapjqmBHamTscNZTdkfTul9HSURERPmJIY+on+jJqZf+qI625ChdKG7AEB2jdIU2FbZP2Xg8GNOxvVMly1SYawt3Pz1SAjCiyI6xZU6MT1ayHFvqxJhSJ2x5HuYy9tgxkR5B6zwNMnVOT6vPJKCjAEiy9LPNktjvy6bIsCTXlFkVObm+TIYidy7F31Eun4iIiCgbGPKI+ohumAjGDQSiOjyRONqSlS91U8AqS3BaFQxz97w/XSiuo6EtjO2eMLa3Jkbo6j1hNAfjPT7mcLctOSrnSm5P4ERtqRP2QVpT2BSpzU47NjzVTZHe0Dk1DTIV1g4kJ4uCyJLUaZQtUXU0tUdYYiqkDFWRk4VBkufLyaqKspQ+15Isj09EREQ0mDDkEX0GQoj0Wrr0erqIhkjcgGYKqJIEl03pduplRDPQkJ5e2TFC1xiI9fh4wwqsiTVznaZZ1pY64LLm7o9w5zVpndelJTaazhx1S28knZy62FHUIxGOO+9bJstSei+yzAIgUnptWucpkanbEBEREQ0VufsOkSiHmKZAMK4jGDPgj2poTY7SRXUzvZ7OYZFR7rLCkgx1Ud3AJ8nplZ3Xze3zRXucKljmtGBcuavTurlEMRS3PTd+VEVqf7ROUyBT+6XF43GEAjH4EIWs6h2blXaz/syZnOpoSU2HVGVYk2vXLHLiuMpRNCIiIqLPJDfeORLlmGh6lE6HN6KhPZJYTxfTTcgS4EjuT1fqtEA3BHZ5I3h3b2J6ZWrd3B5fBGYPaa7EYUnvLze20/YERfaBr3xoisywlr4YZpdCIwA6qjcm16JZVRmFFgWqS4GmxlFeXgiH3ZYxPbLzvmh9XVSEiIiIiDIx5BEhMYUyENXTo3T+mIGIpsMUgCpJcFhkFFgUhGJ6l2mWu70RGD2EuSK7mi580nndXInT2q/Pp3OFSD25v1qqtH8qzKXWtElSMrglN7dW5US7HclN1i2Kkt5DLbVGzZIMbakpk0By01M1jopSJ8v0ExEREWURQx4NOYYpEIrrCMUNBKIa2kIa/DEdES2xKbhFluAJa9jnj2JHewTbk3vN7WqPQO9haM5lVTI2DE+tmytzHtqm5b3RuTiJZprQjMxRt8TDJcJaqpCIIkuwSFJ6SqRdVeC0KrCriRL/6emRyfO5ho2IiIho8GLIo7wmhEBUNxGK6QjGDXjDGtojcUR0E5G4jpZQHI3+GPb6o9jtjaKhLYwd7WHEexiac1oU1CY3DB9b5sS40kQxlMoC62GHuVShEt00oekCccNEPLlPmyQhPW0yNeUxVQWy0K7CaVHgsqnpgiQWRUqueeuYLsmS/kRERERDA0Me5RXNMNNr6QJRHZ5wYpRuV3sEu9rD2OuLYo8vit3eCHa0RxDTu98k2qbKySmWiRG51Pq5KrftkMNSanpk54219eT/p6KkJAEQSFaOTIQ0p1VBld0Gl1XtFOoS11mSe7hZlb7fOJuIiIiIBjeGPBq0DhylawvFsK01hG3NITR4Emvl9vii2N0eQaSHMGdVJIwpTRZASY7KjSt3YkShHfJBwly6ymTyYiSnUGrJ/d0S5yTOlaXUerZEQHNZlfR6N6uqJKdKyulKlOkqk6wsSURERESfAUMeDRoxPbGGLtYexk6/hk17ffioOYh6Txg72yPY440inFxXdyBVljCm1NER5JLr5qqLHBkjYamCJVHNTIY4M6Pi5IH3qSZH1BQJcFoVuKyJqptWNVGsxJrcJsCqdPzLaZNERERE1J8Y8ign6YaJsGZgZ3sEm/b48L/9PmxtCmB7SwB7A4mRu+4osoRRxfb0FMvUdMuaIjskSYJmmh1FSwwTzcFYRniTAKipdWyKBIsqw63KyZE3JRnWZFgVqVPBEhYrISIiIqLcwZBHWacbJnZ7I3h3nx/v7fNjc2MA21qC2NEegT+qd3sbWQKqix2dNg13YlSxI71m7sB1b/sDMciSlN67zSJLKLBZ4LAocFnVjOOpqZKp7QKIiIiIiAYThjwaUJ5QHBv2+vC/vX5sbvRjS1MA21vDaI9o3Z4vARhZZMfYMidGF9lQaTUwbngZRhS7IElSx15vSIzACSQKlLisiS0CUqNvVlWGTZUT/58cgeO0SSIiIiLKRwx51C/8UQ1bGgN4d68P/9sfwAdNAWxtDqIlGO/xNsPdNowudWBUsQM1xQ6MKLRjZJENNlWBJEmQTB16yIeiEhcKXXa4LCqc1mSIUyTYVAVWleveiIiIiGhoY8ijwxKK6fiwOYjN+wP4334fNu8P4MOmIPb6oz3eptxlwegSJ2qK7KgudqCm2I5RJQ4U2S3pdW5OqwKXRU2MxCWDmywMBNqB4cPKYLNZB/BZEhERERENHgx51CsRzcDWpiC2NAWweX8A7zf6saUxgF3tEXS/bThQ7FBRXeTA6BIHxpQ6EpuIl7lQ7LDAaVVQYE2EOFtyKmVqOmVPUyk1TUNMlVnghIiIiIjoIBjyKENMN/BRcwhbGgPY0hTAlsYA3t/vR4MnDLOHNFdkV1FTnApyLowvc+LoYS5UFzkzQlxibRynUxIRERER9SeGvCFKM0xsa0mGuU6B7uPWEIwe0pzbpmB0iTO9efjRlS5MHlmEEYWOLqNxHG0jIiIiIsoOhrw8pxsmtreFE5UsG4PpQLetJQjN6D7MFVgVjCl1YkypA+PLXTiy3IWTqosxptQBe3JkjqNxRERERES5iSEvT+1qD+Nrf16Prc1BxA2z23OcFgW1ZU6MTe41d0S5C5Ori3B0hQsum8ogR0REREQ0CDHk5anKAhs2N/phCsCuyokNw0udGFvmwtgyJyaPLMKEYQUocVqhcGolEREREVHeYMjLU3aLgpcuOwUum4LxpS6UuqxQFTnbzSIiIiIion7GkJfHvnRUZbabQEREREREA4xDO0RERERERHmEIY+IiIiIiCiPMOQRERERERHlEYY8IiIiIiKiPMKQR0RERERElEcY8oiIiIiIiPIIQx4REREREVEe4T55fUgIAQDw+/1Zbkl+0jQNgUAANpsNFosl282hA7B/chf7Jrexf3Ib+yd3sW9yG/unf6RyRip39IQhrw8FAgEAQE1NTZZbQkRERERE+SoQCKCoqKjH6yXxaTGQes00Tezbtw9utxuSJGW7OXnH7/ejpqYGu3fvRmFhYbabQwdg/+Qu9k1uY//kNvZP7mLf5Db2T/8QQiAQCGDEiBGQ5Z5X3nEkrw/Jsozq6upsNyPvFRYW8pdFDmP/5C72TW5j/+Q29k/uYt/kNvZP3zvYCF4KC68QERERERHlEYY8IiIiIiKiPMKQR4OGzWbDzTffDJvNlu2mUDfYP7mLfZPb2D+5jf2Tu9g3uY39k10svEJERERERJRHOJJHRERERESURxjyiIiIiIiI8ghDHhERERERUR5hyCMiIiIiIsojDHnUxZIlSzB16lS43W5UVlbirLPOwkcffZRxTjQaRV1dHcrKylBQUIBvf/vbaGpqSl//v//9D//3f/+HmpoaOBwOHHPMMbj77rsz7mPNmjWYPn06ysrK4HA4cPTRR+O3v/3tp7ZPCIGbbroJw4cPh8PhwKxZs/Dxxx93e24sFsMJJ5wASZLw7rvvHvR+9+/fj3POOQdHHnkkZFnGwoULuz3vd7/7HY466ig4HA7U1NTgqquuQjQa/dR295Wh2j//+Mc/8KUvfQkVFRUoLCzEtGnT8O9//7vLeX/4wx8wZswY2O12nHLKKVi3bt2ntrmvsG967pvevDb9jf1z8J+dlF/+8peQJKnH34H9hf1z8P7Zu3cvzj333HS7J06ciHfeeedT290X2Dc9941hGLjxxhtRW1sLh8OBcePG4dZbb8VA1jUcqv3T2/Zk831BVgmiA8yZM0c8/PDDYvPmzeLdd98VZ555phg1apQIBoPpcy6//HJRU1MjXnnlFfHOO++IU089VZx22mnp6//85z+LK664Qrz66qti+/bt4q9//atwOBzinnvuSZ+zceNGsXz5crF582bR0NAg/vrXvwqn0yn++Mc/HrR9v/zlL0VRUZF49tlnxf/+9z/x9a9/XdTW1opIJNLl3CuuuEJ85StfEQDEpk2bDnq/DQ0N4oorrhCPPvqoOOGEE8SVV17Z5Zxly5YJm80mli1bJhoaGsS///1vMXz4cHHVVVcd9L770lDtnyuvvFLccccdYt26dWLbtm3iuuuuExaLRWzcuDF9zhNPPCGsVqt46KGHxJYtW8Rll10miouLRVNT06e9rH2CfdNz3/Tmtelv7J+e+ydl3bp1YsyYMeL444/v9ndgf2L/9Nw/Ho9HjB49Wlx44YXi7bffFvX19eLf//63+OSTTz7tZe0T7Jue++a2224TZWVlYsWKFaKhoUE8/fTToqCgQNx9992f9rL2maHaP71pT7bfF2QTQx59qubmZgFArF69WgghhNfrFRaLRTz99NPpcz788EMBQKxdu7bH+/nhD38ovvCFLxz0sb75zW+Kc889t8frTdMUVVVV4le/+lX6mNfrFTabTTz++OMZ57744ovi6KOPFlu2bOnVL4vOPv/5z3f7Bqeurk588YtfzDi2aNEiMX369F7fd18biv2TMmHCBLF48eL01yeffLKoq6tLf20YhhgxYoRYsmTJId93X2DfLO7x+gNfm2xg/2T2TyAQEEcccYRYuXJlj78DBxL7p6N/rrnmGnH66acf8v30F/ZNR9/MnTtXXHzxxRnnfOtb3xLz5s075PvuK0O5fw5sT669LxhInK5Jn8rn8wEASktLAQAbNmyApmmYNWtW+pyjjz4ao0aNwtq1aw96P6n76M6mTZvw5ptv4vOf/3yP5zQ0NKCxsTHjsYuKinDKKadkPHZTUxMuu+wy/PWvf4XT6fz0J9lLp512GjZs2JAe6q+vr8eLL76IM888s88e41AN1f4xTROBQCDd5ng8jg0bNmQ8tizLmDVr1kGfd39i3/Tc5gNfm2xg/2S2ua6uDnPnzs1oQzaxfzra/Pzzz2PKlCn47ne/i8rKSkyePBl/+tOfPtP99wX2TUebTzvtNLzyyivYtm0bgMS0xzVr1uArX/nKZ3qMvjBU++fA9uTi+4KBpGa7AZTbTNPEwoULMX36dBx33HEAgMbGRlitVhQXF2ecO2zYMDQ2NnZ7P2+++SaefPJJvPDCC12uq66uRktLC3Rdxy233IJLL720x/ak7n/YsGE9PrYQAhdeeCEuv/xyTJkyBTt27Ojt0/1U55xzDlpbW3H66adDCAFd13H55Zfj+uuv77PHOBRDuX/uuusuBINBnH322QCA1tZWGIbR7WNv3br1Mz3G4WDfdPTNgbp7bQYa+yezf5544gls3LgR69ev/0z32dfYP5n9U19fj6VLl2LRokW4/vrrsX79elxxxRWwWq244IILPtPjfFbsm8y+ufbaa+H3+3H00UdDURQYhoHbbrsN8+bN+0yPcbiGYv/01J5ce18w0DiSRwdVV1eHzZs344knnvjM97F582Z84xvfwM0334zZs2d3uf7111/HO++8g/vvvx+/+93v8PjjjwMAli1bhoKCgvTl9ddf79Xj3XPPPQgEArjuuut6PKfz/V5++eW9fi6vvvoqbr/9dtx3333YuHEj/vGPf+CFF17Arbfe2uv76EtDtX+WL1+OxYsX46mnnkJlZWUvn+nAYt/03Dd98docLvZPR//s3r0bV155JZYtWwa73d6rtvQ39k/mz49pmjjxxBNx++23Y/Lkyfj+97+Pyy67DPfff3+v2taX2DeZffPUU09h2bJlWL58OTZu3IhHH30Ud911Fx599NFeta2vDcX+6ak9Q172ZopSrqurqxPV1dWivr4+4/grr7wiAIj29vaM46NGjRK/+c1vMo5t2bJFVFZWiuuvv75Xj3nrrbeKI488UgghhN/vFx9//HH6Eg6Hxfbt27udpz1jxgxxxRVXCCGE+MY3viFkWRaKoqQvAISiKOL8888XQoiM++1u8W1P61FOP/108ZOf/CTjWGpxsmEYvXqOfWWo9s/jjz8uHA6HWLFiRcbxWCwmFEURzzzzTMbx888/X3z961/v1fPrK+ybzL7pzWszkNg/mf3zzDPPpO+n8/1KkiQURRG6rvfqOfYV9k/Xn59Ro0aJSy65JOPYfffdJ0aMGNGr59dX2Ddd+6a6ulrce++9Xdp81FFH9er59aWh2j89tSeX3hdkA0MedWGapqirqxMjRowQ27Zt63J9agHv3/72t/SxrVu3dlnAu3nzZlFZWSl++tOf9vqxFy9eLEaPHn3QtlVVVYm77rorfczn82Us4N25c6d4//3305d///vfAoD429/+Jnbv3t2rdvQU8k488URx9dVXZxxbvny5cDgcA/ZGaCj3z/Lly4XdbhfPPvtst9effPLJYsGCBemvDcMQI0eOHLAF1uybnvvm016bgcD+6b5//H5/xv2+//77YsqUKeLcc88V77//fq+f4+Fi//T88/N///d/XQqvLFy4UEybNq2Xz/DwsG967pvS0lJx3333ZRy7/fbbxRFHHNHLZ3j4hnL/fFp7sv2+IJsY8qiL+fPni6KiIvHqq6+K/fv3py/hcDh9zuWXXy5GjRolVq1aJd555x0xbdq0jD8277//vqioqBDnnntuxn00Nzenz7n33nvF888/L7Zt2ya2bdsmHnzwQeF2u8UNN9xw0Pb98pe/FMXFxeK5554T7733nvjGN77RYyleIRJbI3T3KVJ3Nm3aJDZt2iROOukkcc4554hNmzaJLVu2pK+/+eabhdvtFo8//rior68XL7/8shg3bpw4++yzP/W++8pQ7Z9ly5YJVVXFH/7wh4w2e73e9DlPPPGEsNls4pFHHhEffPCB+P73vy+Ki4tFY2PjQe+7r7Bveu6b3rw2/Y3903P/HCgb1TXZPz33z7p164SqquK2224TH3/8sVi2bJlwOp3iscceO+h99xX2Tc99c8EFF4iRI0emt1D4xz/+IcrLy7t8INyfhmr/9KY92X5fkE0MedQFgG4vDz/8cPqcSCQifvjDH4qSkhLhdDrFN7/5TbF///709TfffHO399H505Xf//734thjjxVOp1MUFhaKyZMni/vuu+9Tpz2apiluvPFGMWzYMGGz2cQZZ5whPvroox7PP5SQ92lt1jRN3HLLLWLcuHHCbreLmpoa8cMf/rDLFIj+NFT75/Of/3y3bb7gggsyzrvnnnvEqFGjhNVqFSeffLJ46623Dnq/fYl903Pf9Oa16W/sn4P/7Bx4m4EOeeyfg/fPP//5T3HccccJm80mjj76aPHAAw8c9H77Evum577x+/3iyiuvFKNGjRJ2u12MHTtW3HDDDSIWix30vvvSUO2f3rYnm+8LskkSQggQERERERFRXmB1TSIiIiIiojzCkEdERERERJRHGPKIiIiIiIjyCEMeERERERFRHmHIIyIiIiIiyiMMeURERERERHmEIY+IiIiIiCiPMOQRERERERHlEYY8IiKiLJk5cyYWLlyY7WYQEVGeYcgjIiIiIiLKIwx5REREREREeYQhj4iIaACEQiGcf/75KCgowPDhw/HrX/864/r77rsPRxxxBOx2O4YNG4bvfOc7WWopERENdmq2G0BERDQU/PSnP8Xq1avx3HPPobKyEtdffz02btyIE044Ae+88w6uuOIK/PWvf8Vpp50Gj8eD119/PdtNJiKiQUoSQohsN4KIiCifBYNBlJWV4bHHHsN3v/tdAIDH40F1dTW+//3vY8aMGbjooouwZ88euN3uLLeWiIgGO07XJCIi6mfbt29HPB7HKaeckj5WWlqKo446CgDwpS99CaNHj8bYsWNx3nnnYdmyZQiHw9lqLhERDXIMeURERFnmdruxceNGPP744xg+fDhuuukmTJo0CV6vN9tNIyKiQYghj4iIqJ+NGzcOFosFb7/9dvpYe3s7tm3blv5aVVXMmjULd955J9577z3s2LEDq1atykZziYhokGPhFSIion5WUFCASy65BD/96U9RVlaGyspK3HDDDZDlxGetK1asQH19PWbMmIGSkhK8+OKLME0zPZ2TiIjoUDDkERERDYBf/epXCAaD+NrXvga3240f//jH8Pl8AIDi4mL84x//wC233IJoNIojjjgCjz/+OI499tgst5qIiAYjVtckIiIiIiLKI1yTR0RERERElEcY8oiIiIiIiPIIQx4REREREVEeYcgjIiIiIiLKIwx5REREREREeYQhj4iIiIiIKI8w5BEREREREeURhjwiIiIiIqI8wpBHRERERESURxjyiIiIiIiI8ghDHhERERERUR5hyCMiIiIiIsojDHlERERERER5hCGPiIiIiIgojzDkERERERER5RGGPCIiIiIiojzCkEdERERERJRHGPKIiIiIiIjySN6GvL179+Lcc89FWVkZHA4HJk6ciHfeeSd9/V133YXKykpUVlbi17/+dcZt3377bZx00knQdX2gm01ERERERHRYJCGEyHYj+lp7ezsmT56ML3zhC5g/fz4qKirw8ccfY9y4cRg3bhzee+89nHrqqVixYgWEEPjqV7+KdevWYeLEidB1HVOnTsUDDzyAqVOnZvupEBERERERHRI12w3oD3fccQdqamrw8MMPp4/V1tam/3/r1q04/vjj8cUvfhEAcPzxx2Pr1q2YOHEifvWrX2HGjBkMeERERERENCjl5UjehAkTMGfOHOzZswerV6/GyJEj8cMf/hCXXXYZAODDDz/E9OnT8e6770IIgRNOOAFvvvkmrFYrvvKVr2DDhg1wu92f+jixWAyxWCz9tWma8Hg8KCsrgyRJ/fb8iIiIiIho6BFCIBAIYMSIEZDlg6y8E3nIZrMJm80mrrvuOrFx40bxxz/+UdjtdvHII4+kz1m6dKk48sgjxZFHHimWLl0qhBDijDPOEM8884x4+umnxbHHHitOOOEEsXr16h4f5+abbxYAeOGFF1544YUXXnjhhRdeBuyye/fug+ahvBzJs1qtmDJlCt588830sSuuuALr16/H2rVru73No48+imeffRb3338/jjrqKKxfvx579uzBvHnz0NDQAJvN1uU2B47k+Xw+jBo1Cg0NDb0aCexvmqahra0NZWVlsFgs2W4OdcK+yW3sn9zFvslt7J/cxb7JXeyb3JZr/RMIBFBbWwuv14uioqIez8vLNXnDhw/HhAkTMo4dc8wx+Pvf/97t+a2trVi8eDFee+01vP322zjyyCNxxBFH4IgjjoCmadi2bRsmTpzY5XY2m63b8FdaWorCwsK+eTKHQdM0mKaZM9+U1IF9k9vYP7mLfZPb2D+5i32Tu9g3uS3X+ifVhk9bGpaXWyhMnz4dH330Ucaxbdu2YfTo0d2ef9VVV+Gqq65CdXU1DMOApmnp63Rdh2EY/dpeIiIiIiKivpKXI3lXXXUVTjvtNNx+++04++yzsW7dOjzwwAN44IEHupy7cuVKbNu2DY8++igAYOrUqdi6dSv+9a9/Yffu3VAUBUcdddRAPwUiIiIiIqLPJC9D3tSpU/HMM8/guuuuw89//nPU1tbid7/7HebNm5dxXiQSwYIFC/Dkk0+mq9NUV1fjnnvuwUUXXQSbzYZHH30UDocjG0+DiIiIiIjokOVlyAOAr371q/jqV7960HMcDkeXaZ0AcOmll+LSSy/tr6YRERERERH1m7xck0dERERERDRUMeQRERERERHlEYY8IiIiIiKiPMKQR0RERERElEcY8oiIiIiIiPIIQx4REREREVEeYcgjIiIiIiLKIwx5REREREREeYQhj4iIiIiIKI8w5BEREREREeURhjwiIiIiIqI8wpBHRERERESURxjyiIiIiIiI8ghDHhERERERUR5hyCMiIiIiIsojDHlERERERER5hCGPiIiIiIgoj6jZbgARERENrKhmYJc3gn2+KPb7Y2gMRNEUiMMb1eCNaPBFNYTiBuK6Cc0U0AwTiiTBosiwKhLsFgXFDgtKHBaUOi0Y5rZhVLEDI91WuEwN5UJk+ykSEQ1pDHlERER5SAiB3d4ItjQGsKUxiA+aAtjWEkSDJ4x9/li/Pnax/QNMHF6IY6vcOH5EIaaNLsHE4YVQZKlfH5eIiBIY8oiIiAa5YEzHpr0+vLPbi/f3B7ClKYAPGgMIxo0eb2NXZVS6bSh3WlHusqLMaYHbrsJtU1FgVeGwyrCpCqxKYgRPCCBumIgbJsJxA/6ojkBMhy+qoTUUR1Mghv3+KFpDGrxRHa83ePB6gyf9eC6rglNHl2DmuDKceUwlThhRBJmhj4ioXzDkERERDSIRzcD/9vnxzm4v1u/24p3dXnzYHER3MyRVWcKoEgfGljoxtsyJMSVO1JY5cVSFC6NLHHDbLbAofbc8Px6PY/vu/dgVs+LdxhC2NgXwYXMQmxsDCMUNvPJxK175uBU3vvQRKgqsmHvMMHz7+OGYfWQFrCrLBBAR9RWGPCIiohzW6I/ijR0evNHQjjd2eLBxjw+62TXRDSuw4phhbhxZ4cLYMieOH16IE0YUoqLABrUPg9zBSJKEIocFXxxVjjkThqePa7qJNTs8+M+2FrzR0I51u9vREozjkfW78cj63Sh2WPCd44fj3JNGYsbYMkgSR/iIiA4HQx4REVGOME2BD5uDWNPQlg519W3hLueVOCyYMKwAE4a5MWFYAU4bU4oJVW4U2HLzz7pFlfGF8eX4wvhyAEAkruP5LU14dnMjVm5rQVtYw4Nv78KDb+/C+HIX6qaPwQVTqlHitGa55UREg1Nu/jUgIiIaAsJxHet3e9OB7s0d7fBGtIxzJADjyp2YNLwQk0YU4bQxJTixugjFDsugHfFyWFX8v8kj8f8mj4RhCjzz/n48tmEPVm5rxSetIVz13BZc98KHOO+kalz9xfEYX+7KdpOJiAYVhjwiIqIBss8XxZs7PFi7sx1rGrqfemlXZRxX5cakEYWYNKIQXxhfjiMrCvJ2zZoiS/jOpBH4zqQR8IU1/H5NA/6yYTc+aQ3jT2/vwp/X7cJ3jh+B62eNx6QRRdluLhHRoMCQR0RE1A90w8R7+/14c0d78uLBzvZIl/MqXNZ0oJtSU4wZY0tR5bYPycqTRU4Lbpx9JH72pSPw4ofNWPLKx3hjRzue+t8+PPW/ffjmxCr8cu4xOLKiINtNJSLKaQx5REREfaA1GMO63d50oHt7pxdhLXMLA1kCxpe7MGl4ISYOL8RpY0pwUnURirn2LIMkSZg7YRjmThiGt3Z6cPNL27ByWwueeb8Rz29uxCWnjMItc47C8EJ7tptKRJSTGPKIiIgOUXs4jg17EvvSvZP8t7tROrdNxcThbhw/vBDHD3fjc2PLMK7cBYdFyUKrB6dTR5fi3z84FRt2t+Oq5z7A6w0ePPDWLvx1wx7cMvsoXPX5sX26DQQRUT4YEiHvl7/8Ja677jpceeWV+N3vfgcAWLRoER555BG4XC788pe/xLx589LnP/300/jLX/6Cf/7zn1lqMRER5QLTFNjRHsb7+wN4b78f7+/3Y+MeH7Z3U/ESAEaXOHD88MTUy5Oqi3DKqBJUum1QhuDUy752Uk0JXlswHS9vbcZP/vkB3m8M4JoXPsSf1+3CH79zPGYmK3cSEdEQCHnr16/HH//4Rxx//PHpY//85z+xfPlyvPzyy/j4449x8cUXY86cOSgvL4fP58MNN9yA//znP1lsNRERDSTDFNjZHsbHLSF81JLYvPu9ff70Jt7dqS6y45jkNgbHVCa2MRhX7oTTmvd/WrNq9tGVePfICtz35g7c9NJH2NYSwheWrsU5k0fi3m8dx20XiIiQ5yEvGAxi3rx5+NOf/oRf/OIX6eMffvghZs6ciSlTpmDKlClYuHAhGhoaUF5ejquvvhrz58/HqFGjPvX+Y7EYYrFY+mu/3w8A0DQNmqb1dLMBo2kadF3PibZQJvZNbmP/5K7D6Ztw3MBuXwS7vVHs8ETwSVsI21rC+KQthPq2MOJG1w3GAcAiS6gtdWBcmRPjy5w4otyJaaNLMK7c1c2+dGJIf98M5M/OD06pxncnVmLhcx/iyf/tx/JNe7FyWwse+M5xmHtMZb8//mDD32u5i32T23Ktf3rbjrwOeXV1dZg7dy5mzZqVEfImTZqEBx54AO3t7aivr0ckEsH48eOxZs0abNy4Effdd1+v7n/JkiVYvHhxl+Otra0Z4S9bdF1He3s7AEBV87qrBx32TW5j/+Suzn0jKwr8MQO+qAFvVIcvaqA9qsMXM+CL6mgJ6dgbiGOvP469gTg8Ef2g922RJYx0WzCy0IIxRTbUlthwdJkDx1Q6Uea0HLDuK46IP46uq/CGtmz87Px61gh89yg3rvxXA/YE4vjmoxvxzaNLcPus0Si0ce1jCn+v5S72TW7Ltf4JBAK9Oi/7Le0nTzzxBDZu3Ij169d3uW7OnDk499xzMXXqVDgcDjz66KNwuVyYP38+HnnkESxduhT33HMPysvL8cADD+DYY4/t9jGuu+46LFq0KP213+9HTU0NysvLUVhY2G/PrbdSSb+8vBwWiyXLraHO2De5jf0zcIQQiGgmPBEN7REN7eHMfz0RDd6IBk848W9bOI62YAz++D54ozpE94NvPXJaZFS5bRjmtmFUsR2jiu2oSU67PLK8AKUuC2wqg8Fnla2fna9VVGDWxNFY9PyHeGj9HjyztR3r90fw5LknYGpN8YC1I5fx91ruYt/ktlzrH5vN1qvz8jLk7d69G1deeSVWrlwJu7378sq33HILbrnllvTXixcvxqxZs2CxWPCLX/wC77//PlasWIHzzz8fGzZs6PY+bDZbty+0xWLJiW8CIPGJQy61hzqwb3Ib++fQCCEQjBloDcXREoqhNRSHJ5wIa55wPBHckmGtPRxPhLpw4uu4YR7WY9tVGUV2FW67ikKbBYV2FYV2FSUOC6rcNlS5bRhd4sT4CidGFNpRaD9wVI76UrZ+diwWCx783mScO6UG85ZtxB5fFDOWvo1ffPkoXP2F8UNy38ED8fda7mLf5LZc6p/etiEvQ96GDRvQ3NyME088MX3MMAy89tpruPfeexGLxaAoHZ/Ubt26FY899hg2bdqEhx56CDNmzEBFRQXOPvtsXHzxxQgEAnC73dl4KkREWReM6djVHsFubwS7vJH0/+/3x9ASiqElGEdLKI6Y/tnDmiJLKLQlwln6X7uKQrsl/bXbpsJtkaBoYVSVl6KyyIkKlxVFdgscFhl2iwKHRWElyyFu5vhybLn6CzjnsQ3419YWXPfiVvxnWyueuuAklLIoCxENEXkZ8s444wy8//77GccuuugiHH300bjmmmsyAp4QAj/4wQ/wm9/8BgUFBTAMIz0sm/rXMLqvrEZElC8MU6C+LYQtjQF80BTEB00BfNAUwA5PBO2R3i82tykyip0WFNtVFNkt6XCWGmkrslsSXztUlDmtKHNZUe60osSpwqoosKoyrIoEqyJD7Wa0TdM0tLS0oKKiIic+UaXcVOyw4IVLT8E9rzfg6hUf4pVPWjHprtVYcenJmDSiKNvNIyLqd3kZ8txuN4477riMYy6XC2VlZV2OP/jgg6ioqMDXvvY1AMD06dNxyy234K233sK//vUvTJgwAcXFxQPVdCKifheO69i01491u9rxzm4ftjQFsLU5eNCRuAKrgqpCG4YV2JJTIO2oKLCi1GnF8EIbhhfaMKLQjlKnBQ6LCosiQZI4okbZI0kSrpgxFp8bW4av/Xkd9viiOOXuNXjo/03COSdWZ7t5RET9Ki9DXm81NTXhtttuw5tvvpk+dvLJJ+PHP/4x5s6di8rKSjz66KNZbCER0eFrD8fxWr0Hq7e3YXV9G/63zw/D7FqxxKbIGFPqwNgyJ8aWulBb6sCRlQU4ssKFkUUOOC0K1zXRoDO5ugjv/fTz+Pqf1+GNHe2Yt2wTNuzx4VdfncDvZyLKW0Mm5L366qtdjg0bNgw7duzocvymm27CTTfd1P+NIiLqB4YpsH63F//6sBkvbm3Chj2+LlUoy5wWHFdViAlVBTii3IVJIwpx/PBClDqtfONLeafUacXquulY+Oxm3PvGDvxmdT0+aQ3hifNOgsPCaqpElH+GTMgjIspnmmFi1cetePp/+/Hclka0huIZ148pceDE6iKcVF2E6bWlmDS8EEUOC6dU0pChyBLu+dZETBpRiPl/fx/Pb2nC9HvW4KXLTkWlu3clyYmIBguGPCKiQUoIgTUNHjy6fg/+8f7+jAIpBVYFp44uwWljSjDryAqcOLIILht/5RNdeupojC114puPvINNe/048bevYdX8aTiyoiDbTSMi6jP8i09ENMjs8Ubw8PrdeHT9bmxvC6ePlzkt+ML4cpxxRDnmHlOJkUUOTr0k6sYXj6zA21eeji/98S3s8UVx6t1r8PIPTsGUmpJsN42IqE8w5BERDQJCCLxW34Z71uzAs5sb04VTnBYFs44sx5lHV+Lrx1ahqtDGKZhEvXD0MDc2LpqBmfe9iQ+agph531o8d9FUnHFkRbabRkR02BjyiIhymGaYeGLTXvzq1e14f38gffzEkUU467gqfOf44TiqsoAjdkSfQUWBDWuvOB1zHngLb+304isPvo1l50zGd08Yme2mEREdFoY8IqIcFNEMPLxuN3716ifY4YkAAOyqjDOPqcTZk0bgqxOGcY0dUR8otFvw3/mn4VuPrMe/trbg/x7biKhu4rwpNdluGhHRZ8Z3CEREOUQzTPz57V34+cpt2O+PAQBKHBacM3kkLjq5GieMLIbCUTuiPmW3KPjnJafg3GUb8cS7+3DhE+9CMwQuPmVUtptGRPSZMOQREeUA0xR4fNNe3PTvj1CfLKZS5bbhvJOqcfHJNTiqsoBr7Yj6kSJLWDbvRFgUCX/dsBeXPvU/xA0Tl582JttNIyI6ZAx5RERZ9kaDB1c8uxkb9/gAJKpkXnzyKFx+2miMLXNluXVEQ4csS3jke5NhVWT8ed1uzP/7+zBMgbrTa7PdNCKiQ8KQR0SUJXu8EVy94kM8vmkvAMBlVXDBlGr88LRaHDvcneXWEQ1NsizhT2dPglWVsfTNnVjwzGbYVBmXnjo6200jIuo1hjwiogGmGyZ+v6YBN/7rI4Q1AxKAbxxXhUUzxuL0saWclkmUZZIk4Q/fmghTAH9cuxM/+Nt7sKkyi7EQ0aDBkEdENIA27fHhsqf/hw3JqZmTRhTipzPH4TuThsOmKlluHRGlSJKEpd+eiJhu4JH1e3DRE+/Cpso4m9srENEgwJBHRDQAYrqBm1/ahrtWb4dhCrhtKq78XC2uOL0WFW5btptHRN2QJAl/PvsERDUTT7y7D/OWbYLTquCrE6qy3TQiooNiyCMi6mfv7fPj3OUb05uZf+mIclw/6wh8flwZp2YS5ThZlvDYvBMR1U08u7kR3310A17+wan43NiybDeNiKhHcrYbQESUrwxT4M5Vn2DK717D+/sDKHFYcNdXj8E/LpqKmePLGfCIBglFlvDkeSfhi+PLENVNzH1wHd7b58t2s4iIesSQR0TUDxr9Ucz+41u45oUPoRkCM8aW4tmLpmLRzHEosHESBdFgY1Vl/POSk3FSdRECMR1n3P8WGpJ7WhIR5RqGPCKiPrbq41ac8JvXsOqTVjgsMm780hF49qKpmMHpmUSDmtOqYuUPTsUR5S60huL4/H1voDUYy3aziIi6YMgjIuojhilwy78/wqw/rkVTIIZxZU789f8m45bZR6HEac1284ioD5Q4rVhddxpGFNqw2xvF7AfeQlQzst0sIqIMDHlERH3AG9HwjYfWYfHL2yAEcNZxVVhxycn49qQRkGWO3hHlk+GFdqz8wTQUWBVs2uvHd//yDkxTZLtZRERpDHlERIfpw6YATrn7dbzwYTNsioxbZh+Jv54zGUcPc2e7aUTUTyZUufHsRVOhyhJWfNCMhc9tyXaTiIjSGPKIiA7DP7c04pS712BbSwjD3DY8ePbx+NmXjmRxFaIh4IwjK/Cn704CANyzpgF3v1af5RYRESUw5BERfUZ3v1aPbzy8HoGYjhNHFuKp807CuVNqoHB6JtGQceHJNfjZrCMAAD9+fgue39yY5RYRETHkEREdMsMUuOKZzVj43BYIAXzzuCo8k6yeSURDz8+/fBTOmTwShgDOWbYRG/dwDz0iyi6GPCKiQxCK6Tjr4fW4Z00DAODKz9Xiof83CaNKnFluGRFliyRJePh7J+D02lKE4ga+8qe3sNcXyXaziGgIY8gjIuqltlAcZ9y/Fis+aIJNkXHH3GPwy7nHoJjbIxANeanN0seXu9AcjOOLS9ciGNOz3SwiGqIY8oiIemF3ewSf+8MbeHuXF0V2Ffd/ZyJ+PHMc7BYl200johxR7LDgPz84FWVOC7a1hPDdR7m1AhFlB0MeEdGn+LApgNPuWYMPm4IYVmDFg2dPwgVTWWCFiLoaXerEPy85GRZFwksfteCGFz/MdpOIaAjKy5C3ZMkSTJ06FW63G5WVlTjrrLPw0UcfZZyzaNEilJaWoqamBsuWLcu47umnn8bXvva1gWwyEeWoTXt8+Ny9b2CPL4oxJQ78+f9NwncmjYAkMeARUfemjSnFH741EQDwy/9ux1Pv7styi4hoqMnLkLd69WrU1dXhrbfewsqVK6FpGmbPno1QKAQA+Oc//4nly5fj5Zdfxp133olLL70Ura2tAACfz4cbbrgBf/jDH7L5FIgoB6zf7cUX71+LtrCGCcMKsGzeZMydUJXtZhHRIHDZqaNx+bTRAICLnngX7+3zZ7lFRDSU5GXIe+mll3DhhRfi2GOPxaRJk/DII49g165d2LBhAwDgww8/xMyZMzFlyhT83//9HwoLC9HQkKiUd/XVV2P+/PkYNWpUNp8CEWXZuj1BfPnB9fBGNEwaUYjH5p2I02q5RQIR9d7vv3kcpo8pQVgzMPfBt+EJx7PdJCIaItRsN2Ag+HyJ/WpKS0sBAJMmTcIDDzyA9vZ21NfXIxKJYPz48VizZg02btyI++67r1f3G4vFEIvF0l/7/YlP6TRNg6ZpffwsDp2madB1PSfaQpnYN7ntPx814Zy/b0NEFzhpZCEe/M5EHFvpZH/lAP7s5Db2T1dPnzcZU+9OTPme+6e3seoHJ0NVBv4zdvZN7mLf5LZc65/etiPvQ55pmli4cCGmT5+O4447DgAwZ84cnHvuuZg6dSocDgceffRRuFwuzJ8/H4888giWLl2Ke+65B+Xl5XjggQdw7LHHdnvfS5YsweLFi7scb21tzQh/2aLrOtrb2wEAqpr3XT2osG9y11t7Ajj37x8jogtMqXLgd7NHolKNoqUlmu2mEfizk+vYP917+Btj8fXlW/HWLi8uf2ojlswaPeBtYN/kLvZNbsu1/gkEAr06TxJC5HVt3/nz5+Nf//oX1qxZg+rq6h7PW7x4MbxeLy666CLMnj0b77//PlasWIF77703Pc3zQN2N5NXU1KC1tRWFhYV9/lwOlaZpaG1tRXl5OSwWS7abQ52wb3LTmzvaMfehdxCKG5gy3IGHvzsJR40oznazqBP+7OQ29k/Pnv7ffsx7/H8AgPu/dSwuPrlmQB+ffZO72De5Ldf6x+/3o7y8HD6f76B5I/txtB8tWLAAK1aswGuvvXbQgLd161Y89thj2LRpEx566CHMmDEDFRUVOPvss3HxxRcjEAjA7XZ3uZ3NZoPNZuty3GKx5MQ3AZD4xCGX2kMd2De55e2d7fjawxsQihs4uaYIv/3SCBw1opj9k4P4s5Pb2D/dO2fKKLzfFMIvV32CK577ACdUl+CU0SUD2gb2Te5i3+S2XOqf3rYhLwuvCCGwYMECPPPMM1i1ahVqa2sPeu4PfvAD/OY3v0FBQQEMw0jPdU39axjGgLSbiLJj0x4f5jzwFgIxHSdVF+HP3zkOY0qc2W4WEeWZ275yNOYcVYG4IfDNh9ejLcRCLETUP/Iy5NXV1eGxxx7D8uXL4Xa70djYiMbGRkQikS7nPvjgg6ioqEjvizd9+nSsWrUKb731Fn77299iwoQJKC4uHuBnQEQD5aPmIOY88BZ8UR0njCjEI987AUcN6zpyT0R0uGRZwpPnnYTRJQ7sD8Rw1sPrYZh5vWqGiLIkL0Pe0qVL4fP5MHPmTAwfPjx9efLJJzPOa2pqwm233Ybf//736WMnn3wyfvzjH2Pu3Ll46qmn8PDDDw9084logOxqD+NLf1yLllAcx1QW4KHvnYDjhmd/PS0R5a8ihwXPX3wybKqMNQ0eXPfCh9luEhHlobxck9fbWjLDhg3Djh07uhy/6aabcNNNN/Vxq4golzQFYvjSH9/Cbm8UY0oc+NN3j8fkkUXZbhYRDQHHjyjE/d8+Hhc9+S7uenU7pteW4hvHVWW7WUSUR/JyJI+I6GD8UQ1ffuAtbGsJYbjbhqXfPh7Tx3KjcyIaOBeeXINLTq6BAHDB45vQ0BbKdpOIKI8w5BHRkKIZJr7z6Dt4d58fpU4L/vCt/8/efYdFcXVhAH8XWHqVDgICSrNgQUWxgL13jSbGbqLRqDHRaExsKRr9LEmMMTZsGEssiTGWRMHELihWxIpYAEF6X3bn+4O4yQoaosAMy/t7nn10Z2ZnzuzZWebszL23Prr42okdFhFVQ9/2r4+GTubIyC9C97Vnka9gR29EVD5Y5BFRtSEIAt7eeQm/3UiBoZ4Olveui74NHMUOi4iqKQM9Xfw0qiksDfUQ8zgbo7ZHix0SEWkJFnlEVG3MP3wDoefuQ0cGLOzuizcaP3/8TCKiyuBqZYxtbzaBDMAPFx5h1ck4sUMiIi3AIo+IqoXQs/GYe/gGAGBGu9p4J6gWdHRkIkdFRAR09rHDJx29AABT9l5F1P10cQMioiqPRR4Rab3DsY/x1s5LAICRTV3wcUcvyHX59UdE0jGnkxfa17FBgVKFPqHnkJmvEDskIqrCeJZDRFot+mEG+m+MRJFKQFcfOyzr7Qcjua7YYRERadDRkWHHsCZwNDfAg4x8DNlyvsxDQhERPYtFHhFprfi0XHRbewbZBUo0dbHA9wMawMJIX+ywiIhKVcNYH7tHNIWujgy/xjzG0mN3xA6JiKooFnlEpJUy8hTotvYsEjIL4GltjDUD/eFiZSR2WERELxToZoUF3XwAADN/jcG5+DSRIyKiqohFHhFpHaVKwOAtUbiamAU7U32s6FcP/s4WYodFRFQmHwR7oou3LRRKAf02RLJ9HhH9Z6IVeTk5OWJtmoi03Iz9MTh4PRkGejpY2qsuuvjYix0SEVGZyWQyhA1tDKe/2ucN3sz2eUT034hW5Nnb22PUqFE4fvy4WCEQkRbaFHkf/4u4DQCY28kLQxo5ixwREdF/V8NYH7v+ap934PpjLDl2W+yQiKgKEa3I27JlC1JTU9GuXTt4eXlh4cKFePTokVjhEJEWOH0vDWN3FA+VMKa5C6a08eBYeERUZQW6WWHhX+3zPvr1Os6yfR4RlZFoRV6fPn2wd+9ePHz4EOPGjcPWrVvh5uaGHj16YPfu3SgqKhIrNCKqgh6k56Fv6DkUKlUI9rTGwm6+MORQCURUxb0f7ImuPnZQKAX03xCJjDy2zyOifyd6xyu2traYOnUqLl26hKVLl+L333/HgAED4OTkhNmzZyM3N1fsEIlI4vIUSvQJPYfErALUtjHGyv71YG1qIHZYRESvTCaTYcsbjeBsbvhX+7wots8jon8lepGXlJSERYsWwc/PDzNmzMCAAQNw5MgRLFmyBLt370afPn3EDpGIJEwQBIzaFo2oBxmwNNLDV33qwtfeXOywiIjKTXH7vADo6shwMDYZSyLYPo+IXkxPrA3v3r0boaGhOHToEPz8/PDOO+9g6NChsLS0VC/TsmVL+Pr6ihUiEVUBC4/ewrboR9DVkeHL7r7o5usgdkhEROWu+V/t86b9EoOPDlxHGw9rNHOzEjssIpIo0a7kjRw5Ek5OTjhx4gSio6MxceJEjQIPAJycnDBr1ixxAiQiydt3NRGzDlwHAEwP9sSoZq4iR0REVHHeD/ZEN9+/2udtZPs8Ino+0a7kJSQkwNjY+IXLGBkZYc6cOZUUERFVJTeTszF06wUIAjCggSM+6lAHerqi34FORFRhZDIZtrzeCPUXHytun7clCr+OaQ6ZjL0IE5GmSj0jyszMVD+Kioo0nj/7ICJ6npyCIvTfGInM/CL4O5ljcU8/mBqI9psVEVGlsTLWx+6RAdDTkeHg9WT1uKBERP9UqWdFlpaW//prkyAIkMlkUCqVlRQVEVUlgiDgrZ2XcDkhC9bGcizp5YdaNV58VwARkTZp5mqFhd198cG+a5h14Drasn0eET2jUou88PDwytwcEWmhFcfjsPXCQ+jKgAXdfNG+jq3YIRERVbqpbT1w9GYKfr3+GP03RuLKtGBYGMnFDouIJKJSi7y2bduq/69QKCCXl/5llJKSUlkhEVEVcuJuKqb+fBUAMLm1B0Y2cxE5IiIicTwdP6/eX+3zhmw5j/1jmrF9HhEBELF3zcGDB5c6mGdSUhKCg4MrPyAikrTEzHwM3BSJIpWAjl42mN2JHa0QUfVmZayPPX+1zztw/TGWHrsjdkhEJBGinSHFx8djzJgxGtMSEhIQHBwMHx8fkaIiIilSKFV4bXMUEjIL4GFtjOW968LCSF/ssIiIRNfM1QoLuhWfN838NQbn4tPFDYiIJEG0Iu/XX3/FyZMnMXXqVADAo0ePEBwcjPr162PHjh1ihUVEEjRjfwz+uJMKE31dLO7hCz8Hc7FDIiKSjPeDPdHFxxYKpYB+G85x/DwiEq/Is7W1xeHDh7Fr1y5MnToVwcHBaNSoEX744Qfo6PAWLCIqtiP6kfoWpLmdvNC3vqPIERERSYtMJkPYG43hZG6ABxn5eH3L+VKbxBBR9SFqNeXi4oLffvsNYWFhaNasGX744Qfo6uqKGRIRSciN5GyM3hENABgRUBMTW7mzUwEiolLUMNbH7hFNoasjw6/XH2PZH2yfR1SdVWqRZ2VlhRo1amg8AgMDkZGRgX379sHa2lo9vTx8++23qFWrFgwNDdG8eXOcPXtWPW/q1KmoUaMGXFxcEBYWpvG6nTt3omfPnuUSAxG9nDyFEoM2RSG7QIkmNS3wWVcfGMr5IxAR0fM0d7PCwr/a583YH4PI++niBkREoqnUIRSWL19eadvavn07pk6dilWrVqF58+ZYvnw5OnfujNjYWJw5cwZbt27F4cOHcfPmTYwaNQqdO3eGjY0NMjIyMGvWLPz++++VFisRlfTeT1dx8VEmahjLsbiHL5wtjcQOiYhI8t4P9sSRmyk4GJuMvqHncHV6MMwNOX4eUXVTqUXe8OHDK21bS5cuxdixYzFy5EgAwKpVq7B//36sX78eOjo6CA4ORkBAAAICAjBlyhTcvXsXNjY2mD59OsaPHw9XV9dKi5WINP1w/iG+P3UPMgDzO3sjhAOeExGViUwmQ9jQxqi3OEI9ft4vo5uJHRYRVbJKLfKedfv2bYSGhuL27dv46quvYGdnhwMHDsDV1RV169Z96fUWFhYiKioKM2fOVE/T0dFBhw4dcOrUKbzzzjtYvXo10tLScOfOHeTl5aF27do4fvw4zp8/j5UrV5ZpOwUFBSgoKFA/z8zMBFA80LtCIX7PVgqFAkVFRZKIhTQxN893IzkHb+28CAAY2dQZI5o4Vfr7xPxIF3MjbcyPNJjJZdgxtBGCV53BrzGP8b/wm5gQWJO5kSgeN9ImtfyUNQ7Rirxjx46ha9euCAoKwh9//IHPP/8cdnZ2uHjxItatW4cff/zxpdedkpICpVIJe3t7jen29va4fv06OnfujKFDh6Jp06YwMjLCxo0bYWJigvHjx2PDhg347rvv8M0338DGxgarV69+bsG5YMECzJs3r9Tt/7P4E0tRURHS0tIAAHp6otbz9AzmpnR5ChUG/XAd2YVK+Nsb4b0mNZCR9qTS42B+pIu5kTbmRzo8jICZrZzw2R8PMevADfiZqVBTv/jchLmRFh430ia1/GRlZZVpOdEinTFjBj777DNMnToVZmZm6unt2rXDihUrKnz7c+fOxdy5c9XP582bhw4dOkAul+Ozzz7D5cuX8csvv2DYsGGIiooqdR0zZ85Uj/MHFF/Jc3FxgY2NDczNxR/H62mlb2NjA7mc9+NLCXNTugl7ruJach6sjORY1qsevGtZixIH8yNdzI20MT/S8klXG5xNKMDhmyl4+9d4HHq9DnMjQTxupE1q+TEwMCjTcqIVeZcvX8bWrVtLTLezs0NKSsorrdvGxga6urpISkrSmJ6UlAQHB4cSy1+/fh1btmzBhQsXsH79erRp0wa2trYYNGgQRo0ahaysLI1C9CkDA4NS32i5XC6JDwFQ/IuDlOKhvzE3mrZdeIg1Z+5DBuDTLt4I8Sl5rFYm5ke6mBtpY36k5YdhTVBvcQQeZhbg3YP3cPBtZ+ZGgnjcSJuU8lPWGEQbJ8/S0hIJCQklpl+4cAHOzs6vtG59fX00adIER44cUU9TqVQ4cuQIWrRoobGsIAh4++23sXTpUpiamkKpVKor9qf/KpXKV4qHiF7sZnI2xu4oboc3qpkL3mrhJnJERETa4en4eXo6MoTHZeHLcI6fR1QdiFbkDR48GB9++CESExMhk8mgUqlw4sQJfPDBBxg2bNgrr3/q1KlYs2YNNm7ciJiYGIwfPx45OTnq3jafWrt2LWxtbdXj4gUFBeHo0aM4ffo0li1bBj8/P1haWr5yPERUunyFEgM3RSG7UInGzhb4opsP5LqifTUREWmdQDcrfNnNGwAw7/dbOHb71e6YIiLpE+12zS+++AITJkyAi4sLlEol/Pz8oFQq8frrr+Pjjz9+5fW/9tprSE5OxuzZs5GYmIiGDRvi4MGDGp2xJCUl4fPPP8fJkyfV05o1a4b3338f3bt3h52dHTZu3PjKsRDR8z0dD8/KSI5lvevCzsxQ7JCIiLTOxCA3HIlNxK830zFwYxQuTwuGvVnZ2vYQUdUjEwRBEDOA+Ph4XLlyBdnZ2WjUqBHq1KkjZjivJDMzExYWFsjIyJBMxyvJycmwtbWVxD3E9Dfmpti2Cw8xZMt5yAB807ceJrRyFzskAMyPlDE30sb8SJdCoUDcw0R0DYvF7dQ8NHe1xPGJQdDjnROi43EjbVLLT1nrDdGPbAcHB3h6eqJfv35VusAjov+G7fCIiCqXib4udo9oAiO5Ds7Ep+ODfdfEDomIKohoRV5ubi5Gjx4NY2Nj1K1bF/Hx8QCAd999FwsXLhQrLCKqBGyHR0QkDl87U6wb1BAA8NWfd7H70iNxAyKiCiHaWdXMmTNx8eJFREREwNDw7zY4HTp0wPbt28UKi4gqgUY7vF5+bIdHRFSJhjR2xvi/7p4Y/kM0bqdkixwREZU30Yq8vXv3YsWKFWjVqhVkMpl6et26dXH79m2xwiKiCrb9wkOsOnVPPR5em9o2YodERFTtLO9TD01qWiC7UInua88iX8Hhooi0iWhFXnJyMuzs7EpMz8nJ0Sj6iEh73EzOxtidlwAAI9kOj4hINPp6Otg7siksjeSITc7BiB+iIXJffERUjkQr8gICArB//37186eF3dq1a0sMWE5EVV++QolBm6KQVVCExs7m+KIr2+EREYmppqURdrzZGDoyYPvFR1h6jAOlE2kLUcfJ69q1K65du4aioiJ89dVXuHbtGk6ePIljx46JFRYRVZCpP19F9F/t8Jb0qgt7c7bDIyISW0dvO3zW1Qcf/XodH+6PQWNnc4TUsRU7LCJ6RaL9jN6qVStcvHgRRUVFqF+/Pg4fPgw7OzucOnUKTZo0ESssIqoA2y88xHcn/26HF8x2eEREkjGjXW30r+8ApUpA/41RiE/LFTskInpFol3JGzZsGEJCQjBjxgx4enqKFQYRVbBn2+GNDWQ7PCIiKZHJZNj0eiNcX/4nriZlo/PqM4h6rzWM9UU7TSSiVyTalTx9fX0sWLAAXl5ecHFxwdChQ7F27VrcvHlTrJCIqJw92w7vsy7e0NdjOzwiIqkx1tfD/jHNYWmkh+uPs/FG2AV2xEJUhYl2trV27VrcuHED8fHxWLRoEUxNTbFkyRL4+PigZs2aYoVFROXo/Z+vqdvhLerpB0cLI7FDIiKi53CrYYw9I5pCVwbsvZKIL47wh3eiqkr0n9StrKxgbW0NKysrWFpaQk9PD7a2bPBLVNXtiH6ElSfj1O3w2rMhPxGR5AXXtsH/evkBAGYfjMWvMUkiR0REL0O0Iu+jjz5Cy5YtYW1tjRkzZiA/Px8zZsxAYmIiLly4IFZYRFQObqXkYMyOiwCAEU1dMCbQVeSIiIiorCa39sDQxs5QCcCQzedxKzlb7JCI6D8SrUXtwoULYWtrizlz5qBfv37w8vISKxQiKkfF7fAikVVQhEbO5vi0izcM9HTFDouIiMpIJpNh7Wv+uJqUhQsPM9F5zRlcmNoG5oZysUMjojIS7UrehQsXMGvWLJw9exZBQUFwdnbG66+/jtWrV+PGjRtihUVEr+j9n6/hwsNMWBrpYWF3Xzhbsh0eEVFVY6Cni19GN4etiT7uPMlF97VnoVCqxA6LiMpItCLP398fkyZNwu7du5GcnIxff/0V+vr6mDBhAnx9fcUKi4hewdN2eADwaWcfdPRiOzwioqrKycIQB8Y2h6GeDo7fTcWobdHscZOoihDtdk1BEHDhwgVEREQgIiICx48fR2ZmJho0aIC2bduKFRYRvaR/tsMb+Vc7PJlMJnJURET0Kpq4WOKHoY3Rb0Mktpx/CC9bU3zSiU1siKROtCKvRo0ayM7Ohr+/P9q2bYuxY8eidevWsLS0FCskInpJ+QolBm78ux3e/C5eMJSzHR4RkTboU98Ri3v64YN91zD7UCzq2JhgcGNnscMiohcQrcjbsmULWrduDXNzc7FCIKJyMnnvFfV4eAu7+aKmpbHYIRERUTl6P9gTN5Kzsfp0PEZsi4arlRFautcQOywieg7R2uR1796dBR6RFtgS9QCrT8dDBuCzrt7o6M12eERE2mhl/wbo6GWDAqUKPdadxZ0nOWKHRETPIfpg6ERUdV1NzMLbOy8BAMYGumJUM7bDIyLSVro6Muwe0RR17U2RlqdA++9OIS23UOywiKgULPKI6KVkFxRh4KZI5CqUaOZqibmdvNkOj4hIy5ka6OHw2y1gb2aAuLQ8dFlzBgVFSrHDIqJnsMgjov9MEAS8vfMSYpKyYWuijy+7+8LRwlDssIiIqBI4WRji8FuBMNHXxdn4dAzcGAWlikMrEEkJizwi+s9Wn76HrRceQlcGLOjmg+DaNmKHRERElaiBkzl2DQ+Ano4M+64lYcwOjqFHJCUs8ojoPzn/IB2T9lwFAExs5Y43A1xEjoiIiMTQ2ccOm4Y0hAzAhnMPMGN/jNghEdFfWOQRUZml5ykwYGMUCpUqtPGogY871IG+Hr9GiIiqqyGNa+KrPnUBAIvCb+N/4bdEjoiIABZ5RFRGKpWAET9cwN3UXDiZG2BxTz/YmBqIHRYREYns3dYemNW+NgBg2i8x+P5knLgBERGLPCIqm4VHb+Gnq0mQ68rwZXdfNHO1EjskIiKSiE+7+mB8SzcAwPhdl7HxXLzIERFVb1pX5CkUCnz44YeoX78+TExM4OTkhGHDhuHRo0fqZQoKCvDmm2/C3NwcXl5e+P333zXWsXjxYrz77ruVHTqRZB26/hgfH7wOAPgwpDYGN3IWOSIiIpISmUyGb/vVx4imNSEAGL39IrZfeCh2WETVlp7YAZS33NxcnD9/Hp988gn8/f2RlpaGyZMno1evXoiMjAQArF69GlFRUTh16hQOHDiA119/HUlJSZDJZLh79y7WrFmjXpaourvzJAdDtpyHIAB96zlgWogn9HS17vchIiJ6RTKZDOsGNUSeQoXt0Y8wdOsFGOjpoE99R7FDI6p2tK7Is7CwwG+//aYxbcWKFWjWrBni4+Ph6uqKmJgY9OrVC3Xr1oWHhwemTZuGlJQU2NraYvz48fjyyy9hbm4u0h4QSUduYRH6bYhEWp4Cde3N8GUPX5gbysUOi4iIJEpHR4awNxqjoEiFvVcSMXBTFH4Y2hgD/J3EDo2oWtG6Iq80GRkZkMlksLS0BAD4+/tj8+bNyMvLw6FDh+Do6AgbGxuEhYXB0NAQffv2LdN6CwoKUFBQoH6emZkJoPiWUYVCUe778V8pFAoUFRVJIhbSVBVyIwgCxmy/hIuPMmFlJMeCrrVRy9JA0jGXl6qQn+qKuZE25ke6Kjs3YUMaYPAWJfbFJGPwlvPYUKjAaw1Z6JWGx420SS0/ZY1D64u8/Px8fPjhhxgyZIj66tyoUaNw6dIl+Pn5wcbGBjt27EBaWhpmz56NiIgIfPzxx9i2bRs8PT2xfv16ODuX3v5owYIFmDdvXonpKSkpGsWfWIqKipCWlgYA0NPT+lRXKVUhN2vPJ+GH6AToyICPW9mjcQ0ZkpOTxQ6rUlSF/FRXzI20MT/SJUZuVnRxgaBU4Jcb6Ri+/RJS0zMxoK51pWy7KuFxI21Sy09WVlaZlpMJgiBUcCwVKiwsDG+//bb6+YEDB9C6dWsAxZVu//798eDBA0RERLzwFsyRI0eiYcOGcHd3x0cffYQzZ85g0aJFuHLlCnbt2lXqa0q7kufi4oKUlBRJ3O6pUCiQkpICGxsbyOW8xU5KpJ6bP+6kovPac1CqBExp5YZPu3jBQE9X7LAqjdTzU50xN9LG/EiXWLlRqgQM33YROy4lQkcGLO/li3Et3Cpt+1UBjxtpk1p+MjMzYWNjg4yMjBfWG+KXo6+oV69eaN68ufr506tuCoUCgwYNwr1793D06NEXvgnh4eG4evUq1q5di2nTpqFbt24wMTHBoEGDsGLFiue+zsDAAAYGJccJk8vlkvgQAMW/OEgpHvqbVHPzID0Pr2+NhlIloIu3LT7u5A1To+o3Hp5U80PMjdQxP9IlRm7kAH54MwBG26OxMfIBJv0Ug9Q8JWZ38oJMJqu0OKSOx420SSk/ZY2hyhd5ZmZmMDMz05j2tMC7efMmwsPDYW39/FsD8vPzMWHCBISFhUFXVxdKpRJPL24qFAoolcoKjZ9ISgqKlBiwMRKPswtRx8YES3rVhbVJ9SvwiIio/OjoyBA6uCGsjfWx9I87mHv4Bh5nF+CbvvWho8NCj6giaF0/6AqFAgMGDEBkZCTCwsKgVCqRmJiIxMREFBYWllj+008/Rbdu3dCoUSMAQFBQEHbv3o1Lly5hxYoVCAoKquxdIBKFIAgYu+MSzsSnw8xAD4t7+sLPwezfX0hERPQvZDIZlvSui4XdfQAAK0/ew6DNUSgo4o/pRBWhyl/Je9bDhw/x888/AwAaNmyoMS88PBzBwcHq51euXMGOHTsQHR2tnjZgwABERESgdevW8Pb2xtatWyshaiLxLTx6C5ujHkBXBizo5oNedR3EDomIiLTMh+3qwM7UAGN3XsKuSwmIT8vDr2OawcaUd40QlSetK/Jq1aqFsvYlU69ePdy8eVNjmo6ODlauXImVK1dWRHhEkrT7UgI++vU6AOCDYE+MDXRjWwkiIqoQI5u5wsHMAAM3ReHc/XQ0XvYHfh/XAl62pmKHRpWgSKlCVkERCopUyC9SoaBIBQDQ05FBT0cGfT0dWBjqwUiuy3ORV6B1RR4R/TcXHmTgza0XAACD/B3xUYc60NfTuju5iYhIQrr62uPMpFbotPo07qfno+myP7FrRAA6eNmKHRq9AoVShdspObj+OBtxaXmIT8tDfHoeHqTnISWnEE9yC5GeV1Smdcl1ZbA0ksPWRB81LYzgYmmEmpaGqGNjAl97U3jbmsLEgKXM8/CdIarGHmXko+f6s8hVKNHCzQqLevrC3FD8nqOIiEj71XU0x4WpbdHx+1O4lJCFzqtP49MuPpjZvjav4FQBydkFOP8gA+cfZuDCwwxcepSJ209yUaQq2x11MgD6ejrQ19WBDECRSoBSJUChUkElAAqlgOTsQiRnF+JaUnap63CzMkKAiyWa/uNhZsjyBmCRR1Rt5RYWoXfoWTzMyId7DSMs7V0XblYmYodFRETViJ2ZAc5Mbo3hP1zAjosJmHXgOk7fS0PYG415si4hgiDgSmIWjt9Nxcm4VJyMS8OdJ7mlLmuop4NaNYxR08IQjuYGsDczgL2pAezNDGFvpg97UwPYmOjDWF8Xejo60NUBdGQyCABUfxV6GfkKPM4uREpOARKyChCfloeEzAIkZhXgXlou4lLzkJanwL20PNxLy8OuSwkAAF2ZDE1qWqBdHRuE1LZGaw9rGMmrzzi//8Sjh6gaUqkEjNx2EZH3M2BhqIdlveoi0M1K7LCIiKgaMpTrYtubTRDodgfTf4nBvmtJaLT0GHaNCIC/k4XY4VVbD9Lz8PuNFPx2IxlHbqUgKatAY74MgKuVEbxtTeFtZwJvW1P4O5vDx9YUlkZy6Om+fNMPcyM5XKyMnztfEATEpebiTHw6TsWl4VpSFq4mZiEhqwBn76fj7P10LDx6C0ZyHXSoY4uede3R3dceThaGLx1TVcMij6gamnf4BnZcfAQ9HRkW9/BDr3rsSZOIiMQjk8nwXltPNHWxRP+Nkbj9JBdNl/+Jhd198V4bD96+WQnyFEr8fiMZh2OT8fvNFFx/rHmLpKGeDho4mcPf0Rz+TuZo42GN2rYmolwpk8lkcLc2gbu1CQY3clZPv5aYhZ+vJuLE3VScu5+OpOxC7LuWhH3XkiADEOReA0MaOWNAA0fYmWl3j64s8oiqmbCoB5j/2w0AwEfta2NEMxf+8SQiIklo5WGNK9OCMXBTFI7dfoL3f76GAzGPseWNxrDX8pNyMWTkKbA/Jgm7LyfiQMxj5Cr+HrdQRwb42ZuhmaslmrlYorOPHVwsjaAr4QHs/RzM1GP8CoKA43eeYFv0Ixy7nYqrScW3mx6/m4p391xGhzq2GBPoil517WGgp323dLLII6pGjtxIxsjt0QCAN5vUxLSQ2pC/wu0URERE5c3W1ADh41vgfxG38fGB6/j9Zgp8vjyKb/rWwxuNa/KHyVf0OKsAP19NxO7Lifj9ZjIUyr87SnEwM0Ar9xpo7mqJzt628LE3q7LnCTKZDK09bdDa0wYAcDM5G2tOx2N/TBKuJWXj8I1kHL6RDEsjOd5s4oxxLWqpC0RtwCKPqJq4+CgDfTdEQqEU0MnLFv/r4QtTdj1MREQSJJPJMC2kNjp522LQxijcSMnBm1ujsSnyIdYN8oeLlZHYIVYp8Wm52HM5EbsvJ+D43VT8swNM9xpGCPa0QUdvG3TxtoOVsb54gVagOramWNTTD4t6+uHSowysOB6Hn64m4nF2Ib45Hodvjsehrac1JrVyR6+69q/UplAKeIZHVA3cS81F1zVnkFVQhCY1LbCyf33YmVefxsdERFQ1+TtZ4Mr0YHxy4DqW/nEHv91Ihs+X4ZjbyQuT23hwXNcXiH2cjd2XE7D7cgIi72dozPO1M0VIbWv08LNHSG0bGFazHigbOFlg9SB/fKdqgJ3Rj/D96Xv4484THLtd/HAyN8TUth4YG+gKoyr61rDI02JhFx7BzbAIthxXtFpLyS5AlzVnkJBZAE9rY6waUB+eNhwqgYiIqga5rg4W9vDDG42dMXRrNC4lZGL6/hh8d+oevu5bD9197XgLJ4rboEU/zFQXdv8cW04GoKGzOUI8bdC3vgMC3ayq/JWq8qCrI8Pgxs4Y3NgZt5Jz8GX4Tfx4KQGPMvPxwb5rmHs4Fm83d8EQH7Mqdz4tEwShbCMW0r/KzMyEhYUFMjIyYG5uLmosiZn5cP/8CAqKVOhbzx7zu/qirhbdZ1zVKRQKJCcnw9bWFnJ5xQ0+npVfhHarTiLyfgbsTPWxYXBDdPW1r7DtaYvKyg/9d8yNtDE/0qUtuVGpBHx74i7mHb6BJ7kKAEBIbWss6OaL5lV0KKBXyY1SJeBUXCp2/3Ur5r20PPU8PR0ZmrpYIqS2NfrWc0CjmpaS7jRFKvIKi/DN8TisPBmnfj+N9XTw4JN2sDIV/zbhstYbvJKnpfKLVOjkZYOfrz3G7itJ2HMlCf0bOGJuZ28We9VEvkKJ3qFn1WPhfduvPgs8IiKq0nR0ZHi3tQeGN3XBtH3XEHruPsJvPUHg18fRxdsWn3X1QRMXS7HDrFAFRUpE3HqCPVcSsfdKosb4dQZ6OmhZywrtatugTz0H+NmbQYeF3X9ipK+H6e1q44NgT/xw4QH+F3EbjkayKtePAa/klSMpXckDin8Z+v1SHBafeYzw26kAii/X96vvgHldfFjsiaiif1EtUqrQf2Mkfr6aBBN9XXzXvz6GNmGPZGWlLb94ayPmRtqYH+nS1tzceJyNab9cw/5rSXjaSWT7OjZ4v60HOnvbVYkCpyy5Sc4uwK8xj7HvWhIOxT5GdsHfQx2Y6uuitYc12tW2Ru96DvC0NqkS+11VKBQKPExMgrODvSSOHV7JIwCAv6MJDo1thkuJOfjwl2s4cusJdl0u7ja3XwNHfNHNB162pmKHSeVIqRIwYls0fr6aBH1dGZb09GOX00REpJW87Ezx06hmuJqYhQ9/uYYD1x/jyM0UHLmZAk9rY0xp44HXGzujRhXrMVIQBFxLysa+q4nYdy0Jp+6l4Z+XZayN5WjjYY12tW3Qs549XC2N+He+AulXwfaLLPKqiSYulvh9fEtE3U/H9F+u4eitJ9h1KQF7LydgVHNXzO/sDQf2tljlqVQCRm+PRtj5h9DVkWFhd1+MCXTjL3pERKTV6jqY4ZcxzXE9KRufH7mBPZcTcftJLt7dcwVTf76KHr72GBZQE9187SXZI6cgCLj9JBd/xqUj/NYThN9KQeI/bsMEAC9bE7TxqIHW7tbo7G0Le5630QuwyKtmmrhY4sj4ljgXn4b3f76GP++mYs3peGyJeoD323piekhtmBnyY1EVqVQC3tp5CRsjH0BXBnze1RsTW7mzkTUREVUbPvam2Px6Y2TmKbDsjzsIO/8QN1NysOdKIvZcSYSpvi46eduih589uvrYifYDt0ol4NaTHJyKS8PvNx7j6M1kPMpSaCyjrytDgIsl2rjXQAcvWzRzteI5GpUZ2+SVIym2yfu3e7wPxiThg30xuJqUBaD48v/czt54u4Ub5FXw0nRVUd5tIwRBwPhdl/H9qXvQkQGfdvHGB8G1JflrZVWgrW1XtAFzI23Mj3RV59ycjEvFqpNxOHg9Gck5hRrzfOxM0LJWDbSsVQPNXS3hZWta7n878xRKXE/KxtWkLFxJyELkg3RE3k9HRn6RxnJ6OjLUczBDUxdLNKlpgfZeNqhlZcyhDkQmtWOHbfKoTLr42qOzjx02Rz7AJwdjEZ+eh3f3XMGSY7fxv55+6Fffkfd4S5xSJWDcj5ew9kw8ZADmdWaBR0RE9NTTIk6lEvD7jWT8eCkBx++mIuZxNq4/zsH1xzlYf/Y+AEBXJoOHtTH87E3hbm0MBzNDOJgZwN7MAKb6ujCSFz/0dGVQKAUUFqlQqFQhPU+BJ7mFeJKjQHJOAe6l5SEuNRf30vIQn56H0i6p6OvK4GNnioaOZqhrJUPnerXg5WgBo2o2MDlVDBZ5BJlMhmFNXTCksTOWRNzG4ojbiEvNw4CNUQh0s8JXfeqimWvVHHtG2xUpVRj+QzS2XngIHRkwu6MXpoV4ssAjIiJ6ho6ODJ187NDJxw4AEJ+Wi0OxyTh5NxWXErIQm5yNnEIlbqbk4GZKTrlu28JQD57WxvCwNoG3rQn8nS3Qws0KDmYGEFTKv64UmUHOAo/KCYs8UpPr6mBG+zqY2ModM/fHYM2ZeJy+l4bmXx3Haw2d8GV3X7jVMBY7TPpLQZESQ7acx57LidDVkeGzLt6Y2pYFHhERUVm4WhljbKAbxga6ASj+4fR6cjYuPMjAlcQsJGYW4EluIVJyCpGaq0BBkQoFRUrkF6mgVAmQ6+pAT0cGPZ3iMdQsDPVgYSSHpaEeHMwM4WhuAFcrI/jYmaK2jQksDOWldoSmUClLTCN6VSzyqARTAz18068+Pgj2xKS9V7DvahK2Rz/CnssJmNLGA7M61IG5ofj3JFdn2QVFGLgpEgevJ0OuK8OX3X0xsZU721ESERG9JD1dHdRzMEc9h+e3c1KpBBSpBCgFATIAOjIZdGSAro6MzVtIUnhGSM/lVsMYP41qhpPvBiGgpgUKlQIWhd+Gx+dHsOpkHIqUKrFDrJYeZxUg5LuTOHg9GYZ6Oljeuy4mtfZggUdERFTBdHRk0NfTgZFcF4ZyXejr6UBPV4cFHkkOzwrpXwXWqoGzU1oj7PVGcLUywpNcBcbvuox6iyPwa0wS2EFr5bmVkoOW3xxH5P0MWBjq4bv+9TGuRS0Ok0BEREREaizyqExkMhleb1ITt2a2w/zO3rAw1ENscg66rz2LDqtO4dKjTLFD1Hpn49PQ8uvjuP0kF87mhlj/mj+GN3XhQOdEREREpIFFHv0ncl0dfNLJC3c+ao+RTWtCrivD0VtP0HDJMYzeHo2EzHyxQ9RKW88/QJtvTyI5pxA+dqbY/EYj9GvgxNtDiIiIiKgEFnn0UmqY6GP94Ea49EFbdKxjAwHA+rP3UfuLo5h/+AZyCor+dR3071QqAR/9GoM3wi6goEiF1u41sG1oY4TUthE7NCIiIiKSKBZ59Ep87MxweFwLHHqrOeo7mCFXocScQ7Gos+AoNp67D5WK7fVeVkaeAn03nMOCI7cAAMMDamLHsCbwd7YQOTIiIiIikjIWeVQuOnnb4eIHbbGyfz04mRsgIasAI7ZFo9HSPxB+K0Xs8Kqc8w/S0WTZH/j5ahL0dWX4tIs3VvavDwdzQ7FDIyIiIiKJ0/oib9y4cZDJZFi+fLl6WkFBAd58802Ym5vDy8sLv//+u8ZrFi9ejHfffbeSI636ZDIZxrd0x62Z7TAtxBMm+rq4lJCJdt+dQs+1ZxD7OFvsECVPEASsPBGHFl+fwO0nuXA0M8Cagf6Y2b4OjPU5rCURERER/TutPmvcs2cPTp8+DScnJ43pq1evRlRUFE6dOoUDBw7g9ddfR1JSEmQyGe7evYs1a9YgMjJSpKirPiN9PSzq4Yf3Wrtjyk/XsOvSI/wS8xgHY5PxVqArPunoxStSpXiSU4hxP17Cj5cSAABtPGpgUQ8/NHezEjkyIiIiIqpKtLbIe/jwId59910cOnQI3bt315gXExODXr16oW7duvDw8MC0adOQkpICW1tbjB8/Hl9++SXMzc3/dRsFBQUoKChQP8/MLB5GQKFQQKFQlO8OvQSFQoGioiLRYrEx1sOWIQ0wvW0tvPdzDP6MS8PKk/ew/ux9vB3ogvfbesDBzECU2MT2bG5+ufYY43dfQVJ2IXR1ZJjYwhUz2nnA2sRAEp+l6kbsY4eej7mRNuZHupgb6WJupE1q+SlrHFpZ5KlUKrz55puYNm0a6tatW2K+v78/Nm/ejLy8PBw6dAiOjo6wsbFBWFgYDA0N0bdv3zJtZ8GCBZg3b16J6SkpKRrFn1iKioqQlpYGANDTEy/VjnJgW38PHL2Tji/+fIiYlHx8dfweVp2Kx/CGthjf1AF2JnLR4hPD09xkFCjx2Z8J2HH1CQDA1UIfH7Z0QA8fa6hyM5GcK3Kg1ZRUjh0qibmRNuZHupgb6WJupE1q+cnKyirTcuJHWgG+/PJL6OnpYdKkSaXOHzVqFC5dugQ/Pz/Y2Nhgx44dSEtLw+zZsxEREYGPP/4Y27Ztg6enJ9avXw9nZ+dS1zNz5kxMnTpV/TwzMxMuLi6wsbEp05XAiva00rexsYFcLn4R9ZqtLQY1q409lxPx6ZHbuJqUjdVRj7HpYkq1u7JXWFiIXTGpWHAiFsk5CsgAvN7IER+3qw1PWxOxw6v2pHbs0N+YG2ljfqSLuZEu5kbapJYfA4OynStX+SIvLCwMb7/9tvr5/v378dVXX+H8+fPPHShaLpfj22+/1Zg2cuRITJo0CRcuXMDevXtx8eJFLFq0CJMmTcKuXbtKXY+BgUGpb7RcLpfEhwAo/sVBSvEAwGtNXDGosQt+vJiA+b/dwJXELHx1/B6+P30fY5q7YmpbT7hbG4sdZoW5nJCJd368hONxxb8K1bIywscd6mBoQE0Y6OmKHB09JcVjh4oxN9LG/EgXcyNdzI20SSk/ZY2hyveu2atXL0RHR6sfJ0+exOPHj+Hq6go9PT3o6enh3r17eP/991GrVq1S1xEeHo6rV69i4sSJiIiIQLdu3WBiYoJBgwYhIiKiUvenupDJZBjY0AmXPmiL7W82Rj0HM+QXqbDiRBxqLziCARsiceZemthhlqv4tFyM2haNhkuO4XhcGgx1ZZjQwgVH32mB0YFuLPCIiIiIqFxU+St5ZmZmMDMzUz9/66230LNnT41lOnfujDfffBMjR44s8fr8/HxMmDABYWFh0NXVhVKphCAUD+CtUCigVCordgeqOZlMhkENnTHQ3wl7ryRicfhtnLqXhl2XE7DrcgIaO1vg3VbueK2RE4zkVbMIepxVgAVHb2LliXsoVKoAACGeNfC2vyX6BNSBgYG+yBESERERkTap8kXes6ytrWFtba0xTS6Xw8HBAd7e3iWW//TTT9GtWzc0atQIABAUFIRp06Zh5MiRWLFiBYKCgiol7upOJpOhb31H9K3viDP3UvHZbzdx6EYyzj/MwMjt0Zjy0xUMb+qCEQEuaOhs/txbcaXkelIWlv5xB5siH6CgqLi4C6hpgQlBtdC3ri1yMtKgoyP9/SAiIiKiqkXrirz/4sqVK9ixYweio6PV0wYMGICIiAi0bt0a3t7e2Lp1q3gBVlPN3Wpg35jmSMjIw5Jjd/DDhYd4lFmAr/+8i6//vAs/e1OMaOqCQf5OcKshrbZ7CqUKB2IeY/Xpe9gf81g9vZ6DGca1cMPQJs6wMNKHQqFAjohxEhEREZH2kglP702kV5aZmQkLCwtkZGRIpnfN5ORk2NraSqKh6MtSqgTsiH6I0LP3cezOExQq//7INnI2x4AGTuhTzwG+9qaiXOETBAFRDzKwJeoBtp5/iOScQgCADEBbT2sMbeyMAf6OsDD6+7ZMbcmNtmJ+pIu5kTbmR7qYG+libqRNavkpa71Rra/kUdWgqyPDkMY1MaRxTSRnFWD16XvYfTkB0Y8yceFh8WPWgetwNDNAR29bdKhjg1bu1qhVw6jCir603EJE3H6C/dce49frSUjI/HtcRGtjObr42GFgAyd08bVlhypEREREVKlY5FGVYmtmgFkdvTCroxfup+diU+QD/BrzGJH305GQVYBNkQ+wKfIBgOJiq6mLJZq4WMLHzhR1bExQ28YE1iZl7+ikSKnC/fR83ErJQWxyNs7dT8fpe2m4kax5s6WRXActa9VATz979G/ggJqW0rqNlIiIiIiqDxZ5VGW5WBpjVgcvzOrghax8BfbHPMbh2GScjU9HbHI2nuQqcDA2GQdjkzVeZ6qvC2sTfdiY6MPaWB+Gch3IAOjoyKBSCUjPL0JargLpeQokZOVDoSz9jmZXKyO0dLNCK/ca6Oprh1pWxuxIhYiIiIhExyKPtIKZoRyDGzljcCNnAEB2gQJ/3knF8bupuJaUjfvpebifnofH2YXILlQiuzAP99LyyrRuua4MNS0MUdPCCD52pqjrYIZW7jXgY2cKEwMeQkREREQkLTxDJa1kaiBHV197dPW1V08TBAEp2YW4+SQHCZn5eJxViMfZBShSCVAJAlRCcWcpZgZ6sDTWg7WxPpzMjVDHxhhWxvrQ19MRb4eIiIiIiMqIRR5VGzKZDLZmBrA1MxA7FCIiIiKiCsNLE0RERERERFqERR4REREREZEWYZFHRERERESkRVjkERERERERaREWeURERERERFqERR4REREREZEWYZFHRERERESkRVjkERERERERaREWeURERERERFqERR4REREREZEWYZFHRERERESkRVjkERERERERaREWeURERERERFqERR4REREREZEWYZFHRERERESkRVjkERERERERaREWeURERERERFqERR4REREREZEWYZFHRERERESkRVjkERERERERaREWeURERERERFqERR4REREREZEW0doiLyYmBr169YKFhQVMTEzQtGlTxMfHq+dPnToVNWrUgIuLC8LCwjReu3PnTvTs2bOyQyYiIiIiInplemIHUBFu376NVq1aYfTo0Zg3bx7Mzc1x9epVGBoaAgD27duHrVu34vDhw7h58yZGjRqFzp07w8bGBhkZGZg1axZ+//13kfeCiIiIiIjov9PKIm/WrFno1q0bFi1apJ7m6emp/n9MTAyCg4MREBCAgIAATJkyBXfv3oWNjQ2mT5+O8ePHw9XV9V+3U1BQgIKCAvXzjIwMAEBqaioUCkU57tHLUSgUSEtLg46ODuRyudjh0D8wN9LG/EgXcyNtzI90MTfSxdxIm9Tyk5WVBQAQBOHFCwpaRqlUCqampsL8+fOFTp06Cba2tkKzZs2EPXv2qJc5ePCg4OnpKaSmpgqRkZGCmZmZkJqaKvz5559CQECAUFRUVKZtzZkzRwDABx988MEHH3zwwQcffPBRaY/79++/sE6RCcK/lYFVS2JiIhwdHWFsbIzPPvsMISEhOHjwID766COEh4ejbdu2AIC5c+diy5YtMDIywvz589G9e3c0adIEGzZswKlTp/DNN9/AxsYGq1evRt26dUvd1rNX8lQqFVJTU2FtbQ2ZTFYp+/simZmZcHFxwf3792Fubi52OPQPzI20MT/SxdxIG/MjXcyNdDE30ia1/AiCgKysLDg5OUFH5/ndq1T5Ii8sLAxvv/22+vn+/fsRHByMIUOGYOvWrerpvXr1gomJCX744YdS1zNv3jykp6dj5MiR6NSpEy5fvoxffvkFK1asQFRUVIXvR0XIzMyEhYUFMjIyJPGhpL8xN9LG/EgXcyNtzI90MTfSxdxIW1XNT5Vvk9erVy80b95c/dzW1hZ6enrw8/PTWM7X1xfHjx8vdR3Xr1/Hli1bcOHCBaxfvx5t2rSBra0tBg0ahFGjRiErKwtmZmYVuh9ERERERETlocoXeWZmZiUKsKZNmyI2NlZj2o0bN+Dm5lbi9YIg4O2338bSpUthamoKpVKp7jTl6b9KpbKCoiciIiIiIipfVb7IK820adPw2muvoU2bNuo2efv27UNERESJZdeuXQtbW1v1uHhBQUGYO3cuTp8+jQMHDsDPzw+WlpaVuwPlxMDAAHPmzIGBgYHYodAzmBtpY36ki7mRNuZHupgb6WJupK2q5qfKt8l7nvXr12PBggV48OABvL29MW/ePPTu3VtjmaSkJDRv3hwnT56Ek5OTevr8+fPx1Vdfwc7ODhs3bkSzZs0qO3wiIiIiIqKXorVFHhERERERUXX0/H43iYiIiIiIqMphkUdERERERKRFWOQRERERERFpERZ51dTcuXPRsGFDscOg52B+qgaZTIa9e/eKHUaVFRERAZlMhvT0dFHjqG55lMr7/lStWrWwfPlyscPQCv/2WY6Li4NMJkN0dHSlxUQVY8SIEejTp4/YYVR7Uj5fY5EnsuTkZIwfPx6urq4wMDCAg4MDOnfujBMnTogdWrU1YsQIyGQyjBs3rsS8CRMmQCaTYcSIEZUfWDUnk8le+Jg7d67YIWqNVatWwczMDEVFRepp2dnZkMvlCA4O1lj2acFw+/btSo6SSsPjRLs8/Xv07OPWrVulLp+QkICuXbtWcpTa51XPzTZs2FBlh9+qqng+XZJWjpNXlfTv3x+FhYXYuHEjPDw8kJSUhCNHjuDJkydih1atubi4YNu2bVi2bBmMjIwAAPn5+di6dStcXV1Fjq56SkhIUP9/+/btmD17NmJjY9XTTE1NxQhLK4WEhCA7OxuRkZEIDAwEAPz5559wcHDAmTNnkJ+fD0NDQwBAeHg4XF1d4enpKWbI9JeyHCeRkZEVsu3CwkLo6+tXyLqrsy5duiA0NFRjmq2trcbzp++9g4NDZYamtaR0bqZQKCCXyyt9u1WNlHImFbySJ6L09HT8+eef+PLLLxESEgI3Nzc0a9YMM2fORK9evUq9rSI9PR0ymUw9sPvTX9GPHDmCgIAAGBsbo2XLlhp/1AFg4cKFsLe3h5mZGUaPHo38/HyN+efOnUPHjh1hY2MDCwsLtG3bFufPn1fPHzVqFHr06KHxGoVCATs7O6xbt6583xgJaNy4MVxcXLB79271tN27d8PV1RWNGjVSTysoKMCkSZNgZ2cHQ0NDtGrVCufOnVPPZ37Kj4ODg/phYWEBmUymfr5q1Sq0atVKY/nly5ejVq1aGtPWrl0LX19fGBoawsfHBytXrlTPKywsxMSJE+Ho6AhDQ0O4ublhwYIF6vk3b95EmzZtYGhoCD8/P/z2228lYvzwww/h5eUFY2NjeHh44JNPPoFCoQBQfJuUjo5OiRPs5cuXw83NDSqV6lXfonLj7e0NR0dH9fcMUPxZ7t27N9zd3XH69GmN6SEhIVCpVFiwYAHc3d1hZGQEf39//Pjjjxrr/fXXX+Hl5QUjIyOEhIQgLi5OY/7TX78PHToEX19fmJqaokuXLhqFC8A8vsiLjhMHBweNH0OioqKe+71U2q1gU6ZM0biSGxwcjIkTJ2LKlCmwsbFB586dIQgC5s6dq/413cnJCZMmTVK/5vHjx+jZsyeMjIzg7u6OsLCwEvuwdOlS1K9fHyYmJnBxccE777yD7OxsAEBOTg7Mzc1LfLb27t0LExMTZGVlvcrbJ0lPr0r889G+ffsS7z1Q8nbNs2fPolGjRjA0NERAQAAuXLigsW6lUonRo0erj1tvb2989dVX6vl//PEH5HI5EhMTNV43ZcoUtG7duuJ2WkT/dm4GvPgzGhERgZEjRyIjI6PEFfTSbqe1tLTEhg0bAPx9O+327dvRtm1bGBoaIiwsDEqlElOnToWlpSWsra0xffp0PDsC2sGDB9GqVSv1Mj169NC4w6Jdu3aYOHGixmuSk5Ohr6+PI0eOlOM7WPl4Pl06FnkiMjU1hampKfbu3YuCgoJXWtesWbOwZMkSREZGQk9PD6NGjVLP27FjB+bOnYsvvvgCkZGRcHR01DgpAoCsrCwMHz4cx48fx+nTp1GnTh1069ZN/QdzzJgxOHjwoMbJ1i+//ILc3Fy89tprrxS7VI0aNUrj19P169dj5MiRGstMnz4du3btwsaNG3H+/HnUrl0bnTt3RmpqqsZyzI/4wsLCMHv2bHz++eeIiYnBF198gU8++QQbN24EAHz99df4+eefsWPHDsTGxiIsLExdJKpUKvTr1w/6+vo4c+YMVq1ahQ8//LDENszMzLBhwwZcu3YNX331FdasWYNly5YBKG531KFDhxK/yIeGhmLEiBHQ0ZHW13FISAjCw8PVz8PDwxEcHIy2bduqp+fl5eHMmTMICQnBggULsGnTJqxatQpXr17Fe++9h6FDh+LYsWMAgPv376Nfv37o2bMnoqOjMWbMGMyYMaPEdnNzc/G///0Pmzdvxh9//IH4+Hh88MEH6vnMY/l50fdSWW3cuBH6+vo4ceIEVq1ahV27dmHZsmX4/vvvcfPmTezduxf169dXLz9ixAjcv38f4eHh+PHHH7Fy5Uo8fvxYY506Ojr4+uuvcfXqVWzcuBFHjx7F9OnTAQAmJiYYPHhwqe//gAEDYGZm9hLvRNX07Hv/rOzsbPTo0QN+fn6IiorC3LlzNY4loPiYqFmzJnbu3Ilr165h9uzZ+Oijj7Bjxw4AQJs2beDh4YHNmzerX6NQKBAWFvZSn5eqoCznZi/6jLZs2RLLly+Hubk5EhISkJCQUOJ9/zczZszA5MmTERMTg86dO2PJkiXYsGED1q9fj+PHjyM1NRV79uzReE1OTg6mTp2KyMhIHDlyBDo6Oujbt6/6h6cxY8Zg69atGvu0ZcsWODs7o127dv8pPqnh+fRzCCSqH3/8UbCyshIMDQ2Fli1bCjNnzhQuXrwoCIIg3L17VwAgXLhwQb18WlqaAEAIDw8XBEEQwsPDBQDC77//rl5m//79AgAhLy9PEARBaNGihfDOO+9obLd58+aCv7//c+NSKpWCmZmZsG/fPvU0Pz8/4csvv1Q/79mzpzBixIiX3XXJGj58uNC7d2/h8ePHgoGBgRAXFyfExcUJhoaGQnJystC7d29h+PDhQnZ2tiCXy4WwsDD1awsLCwUnJydh0aJFgiAwPxUlNDRUsLCwUD+fM2dOifdr2bJlgpubm/q5p6ensHXrVo1lPv30U6FFixaCIAjCu+++K7Rr105QqVQltnfo0CFBT09PePjwoXragQMHBADCnj17nhvn4sWLhSZNmqifb9++XbCyshLy8/MFQRCEqKgoQSaTCXfv3v2XPa58a9asEUxMTASFQiFkZmYKenp6wuPHj4WtW7cKbdq0EQRBEI4cOSIAEOLi4gRjY2Ph5MmTGusYPXq0MGTIEEEQBGHmzJmCn5+fxvwPP/xQACCkpaUJglCcVwDCrVu31Mt8++23gr29vfo581h2zx4nT5Xle+np9+A/TZ48WWjbtq36edu2bYVGjRppLLNkyRLBy8tLKCwsLLHd2NhYAYBw9uxZ9bSYmBgBgLBs2bLn7sfOnTsFa2tr9fMzZ84Iurq6wqNHjwRBEISkpCRBT09PiIiIeO46qqrhw4cLurq6gomJifoxYMCAUt97QRA0Psvff/+9YG1trc6pIAjCd999V+K84lkTJkwQ+vfvr37+5ZdfCr6+vurnu3btEkxNTYXs7OxX30GJetG5WWme/Yw+79gr7bvGwsJCCA0NFQTh7/O+5cuXayzj6OioPq8QBEFQKBRCzZo1Sxyj/5ScnCwAEC5fviwIgiDk5eUJVlZWwvbt29XLNGjQQJg7d+5z11GV8Hy6pKrzk6OW6t+/Px49eoSff/4ZXbp0QUREBBo3bqy+dF9WDRo0UP/f0dERANS/jsbExKB58+Yay7do0ULjeVJSEsaOHYs6derAwsIC5ubmyM7ORnx8vHqZMWPGqH89TUpKwoEDB7T2lzyguM1D9+7dsWHDBoSGhqJ79+6wsbFRz799+zYUCgWCgoLU0+RyOZo1a4aYmBiNdTE/4srJycHt27cxevRo9S9+pqam+Oyzz9S3s4wYMQLR0dHw9vbGpEmTcPjwYfXrY2Ji4OLiAicnJ/W0Z3MEFLeBCgoKUt8W9/HHH2vkqE+fPtDV1VX/ArthwwaEhISUuK1UCoKDg5GTk4Nz587hzz//hJeXF2xtbdG2bVt1u7yIiAh4eHggOzsbubm56Nixo8b7u2nTJvX7W5bPOQAYGxtrtO9zdHRUHyvMY/l60fdSWTVp0kTj+cCBA5GXlwcPDw+MHTsWe/bsUXfgExMTAz09PY3X+Pj4lOig4vfff0f79u3h7OwMMzMzvPnmm3jy5Alyc3MBAM2aNUPdunXVV2+3bNkCNzc3tGnT5j/FXlWEhIQgOjpa/fj6668BlHzvnxUTE4MGDRqo288CpX/ev/32WzRp0gS2trYwNTXF6tWrNT7vI0aMwK1bt9S3aW/YsAGDBg2CiYlJeeyeJP3budm/fUZfVUBAgPr/GRkZSEhI0Pj+1NPT01gGKL4VfciQIfDw8IC5ubn6++hpLg0NDfHmm29i/fr1AIDz58/jypUrWtORHM+nS2KRJwGGhobo2LEjPvnkE5w8eRIjRozAnDlz1Lf9CP+47/ppu5Bn/bNRrkwmA4D/1DZk+PDhiI6OxldffYWTJ08iOjoa1tbWKCwsVC8zbNgw3LlzB6dOncKWLVvg7u6utffkPzVq1Chs2LABGzdufKUDkPmpWDo6OiXaJ/zzWHnaVmLNmjUaJ0tXrlxRn7g0btwYd+/exaeffoq8vDwMGjQIAwYMKHMMp06dwhtvvIFu3brhl19+wYULFzBr1iyNHOnr62PYsGEIDQ1FYWEhtm7dKtlCvHbt2qhZsybCw8MRHh6Otm3bAgCcnJzg4uKCkydPIjw8HO3atVO/v/v379d4f69du1ai7dS/ebaDAZlMps4t81i+XvS99G/H1FPPnui7uLggNjYWK1euhJGREd555x20adPmuX+7nhUXF4cePXqgQYMG2LVrF6KiovDtt98CgEYOxowZoz55Cw0NxciRI9X7oG1MTExQu3Zt9ePpiWd5FFnbtm3DBx98gNGjR+Pw4cOIjo7GyJEjNd5rOzs79OzZE6GhodXqB8TnnZuV9TNamn9+nz1VluOqLHr27InU1FSsWbMGZ86cwZkzZ0rENGbMGPz222948OABQkND0a5dO7i5uf3nbUkVz6c1sciTID8/P+Tk5Kh7z/rnfbsvM7aNr6+v+mB/6p8dJwDAiRMnMGnSJHTr1g1169aFgYEBUlJSNJaxtrZGnz59EBoaig0bNpRon6aNunTpgsLCQigUCnXD9qc8PT3V7SGeUigUOHfuHPz8/Mq8Debn1dna2iIxMVHjC/yfx4q9vT2cnJxw584djZOl2rVrw93dXb2cubk5XnvtNaxZswbbt2/Hrl27kJqaCl9fX9y/f1/jWHw2RydPnoSbmxtmzZqFgIAA1KlTB/fu3SsR65gxY/D7779j5cqVKCoqQr9+/crxnShfISEhiIiIQEREhEaHG23atMGBAwdw9uxZhISEwM/PDwYGBoiPjy/x/rq4uAAo/pyfPXtWY/3Pvof/hnmsPLa2tiU6vCnr3x8jIyP07NkTX3/9NSIiInDq1ClcvnwZPj4+KCoqQlRUlHrZ2NhYjfH6oqKioFKpsGTJEgQGBsLLywuPHj0qsY2hQ4fi3r17+Prrr3Ht2jUMHz78pfZTm/n6+uLSpUsaHUOU9relZcuWeOedd9CoUSPUrl271OFQxowZg+3bt2P16tXw9PTUuIOlunh6blaWz6i+vj6USmWJdTx7XN28efNfr/5ZWFjA0dFR4zzh2ePoyZMniI2Nxccff4z27dvD19cXaWlpJdZVv359BAQEYM2aNVX2x6n/orqfT3MIBRE9efIEAwcOxKhRo9CgQQOYmZkhMjISixYtQu/evWFkZITAwEAsXLgQ7u7uePz4MT7++OP/vJ3JkydjxIgRCAgIQFBQEMLCwnD16lV4eHiol6lTpw42b96MgIAAZGZmYtq0aeqhA/5pzJgx6NGjB5RKZbX4o6qrq6u+9VJXV1djnomJCcaPH49p06ahRo0acHV1xaJFi5Cbm4vRo0eXeRvMz6sLDg5GcnIyFi1ahAEDBuDgwYM4cOAAzM3N1cvMmzcPkyZNgoWFBbp06YKCggJERkYiLS0NU6dOxdKlS+Ho6IhGjRpBR0cHO3fuhIODAywtLdGhQwd4eXlh+PDhWLx4MTIzMzFr1iyNGOrUqYP4+Hhs27YNTZs2xf79+0s0jAeK/0gEBgbiww8/xKhRo0rNo1SEhIRgwoQJUCgU6it5ANC2bVtMnDgRhYWFCAkJgZmZGT744AO89957UKlUaNWqFTIyMnDixAmYm5tj+PDhGDduHJYsWYJp06ZhzJgxiIqK+s+30QDMY2Vp164dFi9ejE2bNqFFixbYsmULrly5otG7cGk2bNgApVKJ5s2bw9jYGFu2bIGRkRHc3NxgbW2NLl264O2338Z3330HPT09TJkyReO9q127NhQKBb755hv07NnzuZ2KWFlZoV+/fpg2bRo6deqEmjVrlvt7UNW9/vrrmDVrFsaOHYuZM2ciLi4O//vf/zSWqVOnDjZt2oRDhw7B3d0dmzdvxrlz5zR+NAGAzp07w9zcHJ999hnmz59fmbtR6f7t3Kwsn9FatWohOzsbR44cgb+/P4yNjWFsbIx27dphxYoVaNGiBZRKJT788MMyDY8wefJkLFy4EHXq1IGPjw+WLl2q8eOIlZUVrK2tsXr1ajg6OiI+Pr7Ujq2A4vOEiRMnwsTEBH379n2l90oqeD79HOXeyo/KLD8/X5gxY4bQuHFjwcLCQjA2Nha8vb2Fjz/+WMjNzRUEQRCuXbsmtGjRQjAyMhIaNmwoHD58uNSGok87LhAEQbhw4YIAQKMTgM8//1ywsbERTE1NheHDhwvTp0/XaCh6/vx5ISAgQDA0NBTq1Kkj7Ny5U3BzcyvRGF6lUglubm5Ct27dKuhdEV9pHQ7809OOVwShuCHzu+++K9jY2AgGBgZCUFCQRqcCzE/FKK1R+3fffSe4uLgIJiYmwrBhw4TPP/9co+MVQRCEsLAwoWHDhoK+vr5gZWUltGnTRti9e7cgCIKwevVqoWHDhoKJiYlgbm4utG/fXjh//rz6tbGxsUKrVq0EfX19wcvLSzh48GCJRvTTpk0TrK2tBVNTU+G1114Tli1bVmrj+3Xr1pXogEKKnjZW9/Hx0ZgeFxcnABC8vb3V01QqlbB8+XLB29tbkMvlgq2trdC5c2fh2LFj6mX27dsn1K5dWzAwMBBat24trF+/vkTHK8++X3v27BGe/VPFPJbNv3W88m/fS7Nnzxbs7e0FCwsL4b333hMmTpxYouOVyZMna6x7z549QvPmzQVzc3PBxMRECAwM1OjIICEhQejevbtgYGAguLq6Cps2bSrxXbZ06VLB0dFRMDIyEjp37ixs2rSpRLyC8HfHPzt27HiJd6dqeN7fo9Lee0Eo2bHHqVOnBH9/f0FfX19o2LChsGvXLo0OKPLz84URI0YIFhYWgqWlpTB+/HhhxowZpXYk8cknn2h0eKOtynJuVpbP6Lhx4wRra2sBgDBnzhxBEATh4cOHQqdOnQQTExOhTp06wq+//lpqxyvPdoyjUCiEyZMnC+bm5oKlpaUwdepUYdiwYRqfjd9++03w9fUVDAwMhAYNGggRERGldvSSlZUlGBsbl+hApCrj+XTpZILwzM3BRC+QnZ0NZ2dnhIaGat3tSdqA+akaPv30U+zcuROXLl0SOxR6BcyjuDZv3oz33nsPjx494iDslWD06NFITk7Gzz//LHYo9Ari4uLg6emJc+fOoXHjxmKHU21Vxvkab9ekMlGpVEhJScGSJUtgaWmpHhCUpIH5qRqys7MRFxeHFStW4LPPPhM7HHpJzKO4cnNzkZCQgIULF+Ltt99mgVfBMjIycPnyZWzdupUFXhWmUCjw5MkTfPzxxwgMDGSBJ5LKPF9jxytUJvHx8bC3t8fWrVuxfv166Onx9wEpYX6qhokTJ6JJkyYIDg7W+gbv2ox5FNeiRYvg4+MDBwcHzJw5U+xwtF7v3r3RqVMnjBs3Dh07dhQ7HHpJJ06cgKOjI86dO1dqO1eqHJV5vsbbNYmIiIiIiLQIr+QRERERERFpERZ5REREREREWoRFHhERERERkRZhkUdERERERKRFWOQRERGJ4MSJE6hfvz7kcjn69OkjdjgaatWqheXLl4sdBhERvSQWeUREpHVGjBgBmUwGmUwGuVwOe3t7dOzYEevXr4dKpRI7PADA1KlT0bBhQ9y9excbNmwoMX/GjBnw8fHRmHb9+nXIZDKMGDFCY/qGDRtgYGCAvLy8CoyYiIiqChZ5RESklbp06YKEhATExcXhwIEDCAkJweTJk9GjRw8UFRWJHR5u376Ndu3aoWbNmrC0tCwxPyQkBLGxsUhMTFRPCw8Ph4uLCyIiIjSWDQ8PR2BgIIyMjCo4aiIiqgpY5BERkVYyMDCAg4MDnJ2d0bhxY3z00Uf46aefcODAAY0rZ0uXLkX9+vVhYmICFxcXvPPOO8jOzgYA5OTkwNzcHD/++KPGuvfu3QsTExNkZWWVuu2CggJMmjQJdnZ2MDQ0RKtWrXDu3DkAQFxcHGQyGZ48eYJRo0ZBJpOVeiWvVatWkMvlGgVdREQEJkyYgNTUVMTFxWlMDwkJUW/7gw8+gLOzM0xMTNC8efMSReHx48fRunVrGBkZwcXFBZMmTUJOTs5z38u1a9fC0tISR44cee4yREQkHSzyiIio2mjXrh38/f2xe/du9TQdHR18/fXXuHr1KjZu3IijR49i+vTpAAATExMMHjwYoaGhGusJDQ3FgAEDYGZmVup2pk+fjl27dmHjxo04f/48ateujc6dOyM1NRUuLi5ISEiAubk5li9fjoSEBLz22msl1mFiYoKmTZsiPDxcPS0iIgLt27dHUFCQevqdO3cQHx+vLvImTpyIU6dOYdu2bbh06RIGDhyILl264ObNmwCKryB26dIF/fv3x6VLl7B9+3YcP34cEydOLHVfFi1ahBkzZuDw4cNo3759Wd9qIiISk0BERKRlhg8fLvTu3bvUea+99prg6+v73Nfu3LlTsLa2Vj8/c+aMoKurKzx69EgQBEFISkoS9PT0hIiIiFJfn52dLcjlciEsLEw9rbCwUHBychIWLVqknmZhYSGEhoa+cD9mzZoleHl5CYIgCFevXhXMzc2FoqIi4YsvvhCGDRsmCIIgrFu3TjA0NBTy8/OFe/fuCbq6usLDhw811tO+fXth5syZgiAIwujRo4W33npLY/6ff/4p6OjoCHl5eYIgCIKbm5uwbNkyYfr06YKjo6Nw5cqVF8ZJRETSoid2kUlERFSZBEGATCZTP//999+xYMECXL9+HZmZmSgqKkJ+fj5yc3NhbGyMZs2aoW7duti4cSNmzJiBLVu2wM3NDW3atCl1/bdv34ZCoUBQUJB6mlwuR7NmzRATE/OfYg0ODsbnn3+OhIQEREREoFWrVtDV1UXbtm2xatUqAMVX91q2bAkDAwNcvnwZSqUSXl5eGuspKCiAtbU1AODixYu4dOkSwsLCNN4TlUqFu3fvwtfXFwCwZMkS5OTkIDIyEh4eHv8pbiIiEhdv1yQiomolJiYG7u7uAIrbx/Xo0QMNGjTArl27EBUVhW+//RYAUFhYqH7NmDFj1O3mQkNDMXLkSI1CsaIEBQVBX18f4eHhCA8PR9u2bQEATZs2RUpKCu7cuYOIiAi0a9cOAJCdnQ1dXV1ERUUhOjpa/YiJicFXX32lXubtt9/WmH/x4kXcvHkTnp6e6m23bt0aSqUSO3bsqPD9JCKi8sUreUREVG0cPXoUly9fxnvvvQcAiIqKgkqlwpIlS6CjU/y7Z2lFzdChQzF9+nR8/fXXuHbtGoYPH/7cbXh6ekJfXx8nTpyAm5sbAEChUODcuXOYMmXKf4rXyMhI3XHKsWPHMG3aNADFVwYDAwOxbt063L9/X90er1GjRlAqlXj8+DFat25d6jobN26Ma9euoXbt2i/cdrNmzTBx4kR06dIFenp6+OCDD/5T7EREJB4WeUREpJUKCgqQmJgIpVKJpKQkHDx4EAsWLECPHj0wbNgwAEDt2rWhUCjwzTffoGfPnjhx4oT6Nsh/srKyQr9+/TBt2jR06tQJNWvWfO52TUxMMH78eEybNg01atSAq6srFi1ahNzcXIwePfo/70dISAiWLVsGoLhAe6pt27b43//+p+6gBQC8vLzwxhtvYNiwYViyZAkaNWqE5ORkHDlyBA0aNED37t3x4YcfIjAwEBMnTsSYMWNgYmKCa9eu4bfffsOKFSs0tt2yZUv8+uuv6Nq1K/T09P5zkUpEROLg7ZpERKSVDh48CEdHR9SqVQtdunRBeHg4vv76a/z000/Q1dUFAPj7+2Pp0qX48ssvUa9ePYSFhWHBggWlrm/06NEoLCzEqFGj/nXbCxcuRP/+/fHmm2+icePGuHXrFg4dOgQrK6v/vB8hISHIyspCUFAQ9PT+/m22bdu2yMrKUg+18FRoaCiGDRuG999/H97e3ujTpw/OnTsHV1dXAECDBg1w7Ngx3LhxA61bt0ajRo0we/ZsODk5lbr9Vq1aYf/+/fj444/xzTff/Of4iYio8skEQRDEDoKIiEjqNm/ejPfeew+PHj2Cvr6+2OEQERE9F2/XJCIieoHc3FwkJCRg4cKFePvtt1ngERGR5PF2TSIiohdYtGgRfHx84ODggJkzZ4odDhER0b/i7ZpERERERERahFfyiIiIiIiItAiLPCIiIiIiIi3CIo+IiIiIiEiLsMgjIiIiIiLSIizyiIiIiIiItAiLPCIiIiIiIi3CIo+IiIiIiEiLsMgjIiIiIiLSIizyiIiIiIiItAiLPCIiIiIiIi3CIo+IiIiIiEiLsMgjIiIiIiLSIizyiIiIiIiItAiLPCIiIiIiIi3CIo+IiIiIiEiLVMkib+7cuZDJZBoPHx8f9fz8/HxMmDAB1tbWMDU1Rf/+/ZGUlKSen5qaip49e8LU1BSNGjXChQsXNNY/YcIELFmypNL2h4iIiIiIqLxUySIPAOrWrYuEhAT14/jx4+p57733Hvbt24edO3fi2LFjePToEfr166ee//nnnyMrKwvnz59HcHAwxo4dq553+vRpnDlzBlOmTKnM3SEiIiIiIioXemIH8LL09PTg4OBQYnpGRgbWrVuHrVu3ol27dgCA0NBQ+Pr64vTp0wgMDERMTAwGDx4MLy8vvPXWW1i9ejUAQKFQYNy4cVi7di10dXUrdX+IiIiIiIjKQ5Ut8m7evAknJycYGhqiRYsWWLBgAVxdXREVFQWFQoEOHTqol/Xx8YGrqytOnTqFwMBA+Pv74+jRoxgzZgwOHTqEBg0aAAAWLVqE4OBgBAQElCmGgoICFBQUqJ+rVCqkpqbC2toaMpmsfHeYiIiIiIiqNUEQkJWVBScnJ+jovOCmTKEK+vXXX4UdO3YIFy9eFA4ePCi0aNFCcHV1FTIzM4WwsDBBX1+/xGuaNm0qTJ8+XRAEQUhPTxeGDBkiuLq6Cm3atBGuXr0q3LhxQ6hTp46QkpIivP3224K7u7swcOBAIT09/blxzJkzRwDABx988MEHH3zwwQcffPBRaY/79++/sF6SCYIgoIpLT0+Hm5sbli5dCiMjI4wcOVLjChsANGvWDCEhIfjyyy9LXUe7du0wefJk3Lt3D7/88gv279+PsWPHwtra+rmdsDx7JS8jIwOurq64e/cuzMzMym8HX5JCocCTJ09gbW0NuVwudjj0D8yNtDE/0sXcSBvzI13MjXQxN9ImtfxkZWXB3d0d6enpsLCweO5yVfZ2zX+ytLSEl5cXbt26hY4dO6KwsBDp6emwtLRUL5OUlFRqGz6guM2epaUlevfujX79+qFPnz6Qy+UYOHAgZs+e/dztGhgYwMDAoMT0GjVqwNzc/JX361UpFAqoVCrJfCjpb8yNtDE/0sXcSBvzI13MjXQxN9Imtfw8jeHfmoZV2d41/yk7Oxu3b9+Go6MjmjRpArlcjiNHjqjnx8bGIj4+Hi1atCjx2uTkZMyfPx/ffPMNAECpVEKhUAAoTqpSqaycnSAiIiIiIioHVfJK3gcffICePXvCzc0Njx49wpw5c6Crq4shQ4bAwsICo0ePxtSpU9VX1N599120aNECgYGBJdY1ZcoUvP/++3B2dgYABAUFYfPmzejUqRNWr16NoKCgyt49IiIiIiKil1Yli7wHDx5gyJAhePLkCWxtbdGqVSucPn0atra2AIBly5ZBR0cH/fv3R0FBATp37oyVK1eWWM+hQ4dw69YtbN68WT1t4sSJiIyMRPPmzdGsWTPMmTOn0vaLiIiIiIjoVWlFxytSkZmZCQsLC2RkZEimTV5ycjJsbW0lcQ8x/Y25kTbmR7qYG2ljfqSLuZEu5kbapJafstYbWtEmj4iIiIiIiIqxyCMiIiIiItIiLPKIiIiIiIi0CIs8IiIiIiIiLcIij4iIiIiISIuwyCMiIiIiItIiLPKIiIiIiIi0CIs8IiIiIiIiLcIij4iIiIiISIuwyCMiIiIiItIiLPKIiIiIiIi0CIs8IiIiIiIiLcIij4iIiIiISIuwyCMiIiIiItIiLPKIiIiIiIi0CIs8IiIiIiIiLcIij4iIiIiISIuwyCMiIiIiItIiVb7IW7hwIWQyGaZMmaKelp+fjwkTJsDa2hqmpqbo378/kpKS1PNTU1PRs2dPmJqaolGjRrhw4YLGOidMmIAlS5ZU1i4QERERERGVmypd5J07dw7ff/89GjRooDH9vffew759+7Bz504cO3YMjx49Qr9+/dTzP//8c2RlZeH8+fMIDg7G2LFj1fNOnz6NM2fOaBSNREREREREVUWVLfKys7PxxhtvYM2aNbCyslJPz8jIwLp167B06VK0a9cOTZo0QWhoKE6ePInTp08DAGJiYjB48GB4eXnhrbfeQkxMDABAoVBg3LhxWLVqFXR1dUXZLyIiIiIiolehJ3YAL2vChAno3r07OnTogM8++0w9PSoqCgqFAh06dFBP8/HxgaurK06dOoXAwED4+/vj6NGjGDNmDA4dOqS+Erho0SIEBwcjICCgTDEUFBSgoKBA/TwzMxNAcbGoUCjKYzdfiUKhQFFRkSRiIU3MjbRJLT+CICD6USbMDPTgUcMYOjoysUMSjdRyQ5qYH+libqSLuZE2qeWnrHFUySJv27ZtOH/+PM6dO1diXmJiIvT19WFpaakx3d7eHomJiQCAGTNmYPz48fD09EStWrWwbt063Lx5Exs3bsSpU6cwbtw4HD58GAEBAVizZg0sLCxKjWPBggWYN29eiekpKSkaxZ9YioqKkJaWBgDQ06uSqdZazI20SSU/KkHAwVvpWH4qAVeT8wAAJnId1LMzRhMnE7zT1AFWRtXr8yOV3FDpmB/pYm6ki7mRNqnlJysrq0zLiR/pf3T//n1MnjwZv/32GwwNDV9qHRYWFti6davGtHbt2mHx4sUICwvDnTt3EBsbi7Fjx2L+/PnP7YRl5syZmDp1qvp5ZmYmXFxcYGNjA3Nz85eKrTw9rfRtbGwgl8tFjob+ibmRNink52BsMj46cANXErMBAAZ6OhAEATkKFc48zMaZh9n4+UY69gxvAn8n8b9vKosUckPPx/xIF3MjXcyNtEktPwYGBmVarsoVeVFRUXj8+DEaN26snqZUKvHHH39gxYoVOHToEAoLC5Genq5xNS8pKQkODg6lrjM0NBSWlpbo3bs3+vXrhz59+kAul2PgwIGYPXv2c2MxMDAo9Y2Wy+WS+BAAxb84SCke+htzI21i5udATBL6bIiCSgBM9HUxuKETxgS6oZ6DKSLvZ+BUXBq+PRmHBxn5aLXyNNYN8scbTWpWepxi4bEjbcyPdDE30sXcSJuU8lPWGKpckde+fXtcvnxZY9rIkSPh4+ODDz/8EC4uLpDL5Thy5Aj69+8PAIiNjUV8fDxatGhRYn3JycmYP38+jh8/DqC4YHxasSsUCiiVygreIyKiv11JyMRrm89DJQCdvW3xWVdvNHa2VLfDC65tg+DaNni7pRt6rz+L43fTMHTrBVx4mIHFPf0gk1Xf9npERERUrMoVeWZmZqhXr57GNBMTE1hbW6unjx49GlOnTkWNGjVgbm6Od999Fy1atEBgYGCJ9U2ZMgXvv/8+nJ2dAQBBQUHYvHkzOnXqhNWrVyMoKKjid4qICEBSVgF6rDuLrIIiNKlpge8G1Id7DZNSl61hrI+Id4Iw9aer+Pr4XSw5dgculkaY3MajkqMmIiIiqamyQyi8yLJly9CjRw/0798fbdq0gYODA3bv3l1iuUOHDuHWrVt455131NMmTpwIDw8PNG/eHIWFhZgzZ05lhk5E1VSeQok+oedwLy0PrpZGWNG33nMLvKd0dWT4qm89zO/iDQCY9ss1nLybWhnhEhERkYTJBEEQxA5CW2RmZsLCwgIZGRmS6XglOTkZtra2kriHmP7G3EibGPl5d/dlrDgRB3MDPYQO9ke/Bk5lfq0gCOi57iz2xzyGvak+Ln0QDDuzsjXMrmp47Egb8yNdzI10MTfSJrX8lLXe0MoreUREVcn1pCx8d+oeAODzrj7oW9/xP71eJpNh69DG8KhhjKTsQvRcfxZFSlVFhEpERERVAIs8IiKRfbg/BkqVgDYeNTCymctLdZ5ibijHvtHNYCTXwdn4dEz/JaYCIiUiIqKqgEUeEZGIjt1Owc9Xk6ArAya1coeJwcv3h+XnYIZ1gxoCAL4+fhcXHmaUU5RERERUlbDIIyISiUol4IN91wAAfes7omfd0sfy/C+GNHZGd187KFUCRvwQDZWKza6JiIiqGxZ5REQi2R79CJH3M2As18W7rdyhr1c+X8nf9W8AY7kuLiVkYumx2+WyTiIiIqo6WOQREYmgoEiJjw4Ut5sbFlATrdxrlNu6XayM8EU3HwDAvMM38Cgjr9zWTURERNLHIo+ISASbIx8gLjUPtib6mNzaHTo6/72zlReZ2ModDZ3MkV2oxKjtF8t13URERCRtLPKIiCqZIAhY/uddAMAbjZ3hY29W7tvQ1ZFh/WsNoSsDDsUmY+/lhHLfBhEREUkTizwiokp29GYKriZmwUiugzcDalbYdhrVtMA7Qe4AgKk/X4WCY+cRERFVCyzyiIgq2Vd/XcXr4WePhk4WFbqt+V28YWUkx93UPCw8eqtCt0VERETSwCKPiKgS3UrJwS8xSQCAIQ2dy70t3rMsjeTqTlgWh99GcnZBhW6PiIiIxMcij4ioEn1z/C4EAWhZywpdfe0qZZtjA93gZ2+KrIIiTN57pVK2SUREROJhkUdEVEky8xUIPXsfAPB6I2cYynUrZbu6OjJ8268+gOKx+c7fT6+U7RIREZE4WOQREVWS9WfvI6ugCO41jDC4kVOlbju4tg1617WHSgDG7boEQRAqdftERERUeVjkERFVAkEQ8O2JOADAaw2dYW1iUOkxLOtdD/q6Mpy7n4Gt5x9W+vaJiIiocrDIIyKqBH/eScWtlBwYy3XxZpOKGzbhRdytjTG1rScA4MP9MSgoUooSBxEREVUsFnlERJVgw7nitngdvGzgY2cqWhyzOtSBnak+HmbkY96hG6LFQURERBWHRR4RUQXLLijCjouPAAC9/OwrfNiEFzE10MP/evoBKB6v72F6nmixEBERUcWokkXed999hwYNGsDc3Bzm5uZo0aIFDhw4oJ6fn5+PCRMmwNraGqampujfvz+SkpLU81NTU9GzZ0+YmpqiUaNGuHDhgsb6J0yYgCVLllTa/hCRdtt9OQE5hUrUtDBEvwaOYoeDNxrXRGNnC+QqlJiw+7LY4RAREVE5q5JFXs2aNbFw4UJERUUhMjIS7dq1Q+/evXH16lUAwHvvvYd9+/Zh586dOHbsGB49eoR+/fqpX//5558jKysL58+fR3BwMMaOHaued/r0aZw5cwZTpkyp7N0iIi319FbNHn72sDLWFzkaQEdHhm/7Fw+p8NPVJBy/80TkiIiIiKg8Vckir2fPnujWrRvq1KkDLy8vfP755zA1NcXp06eRkZGBdevWYenSpWjXrh2aNGmC0NBQnDx5EqdPnwYAxMTEYPDgwfDy8sJbb72FmJgYAIBCocC4ceOwatUq6OpWzvhVRKTd4lJzEX7rCWQABvqLfxXvqUA3Kwz5axiHt3+8BKWKQyoQERFpCz2xA3hVSqUSO3fuRE5ODlq0aIGoqCgoFAp06NBBvYyPjw9cXV1x6tQpBAYGwt/fH0ePHsWYMWNw6NAhNGjQAACwaNEiBAcHIyAgoEzbLigoQEFBgfp5ZmYmgOJiUaFQlONevhyFQoGioiJJxEKamBtpK8/8hJ65BwAIqGmOQBdzSeV8YVcv7LuahGtJ2fjy9xuYFuIhdkj/iseOtDE/0sXcSBdzI21Sy09Z46iyRd7ly5fRokUL5Ofnw9TUFHv27IGfnx+io6Ohr68PS0tLjeXt7e2RmJgIAJgxYwbGjx8PT09P1KpVC+vWrcPNmzexceNGnDp1CuPGjcPhw4cREBCANWvWwMLCotQYFixYgHnz5pWYnpKSolH8iaWoqAhpaWkAAD29KptqrcTcSFt55UclCNhwLh4A0N7VGOmp0rotUg/AjFZO+PjofXx+9Ba61jKAvan4t5O+CI8daWN+pIu5kS7mRtqklp+srKwyLSd+pC/J29sb0dHRyMjIwI8//ojhw4fj2LFjZXqthYUFtm7dqjGtXbt2WLx4McLCwnDnzh3ExsZi7NixmD9//nM7YZk5cyamTp2qfp6ZmQkXFxfY2NjA3Nz85XeunDyt9G1sbCCXy0WOhv6JuZG28srPH3dSEZ9RCGO5LkYG1YGttUl5hVhu3u9gg50x6biYkIWPIhLw88iy3ckgFh470sb8SBdzI13MjbRJLT8GBgZlWq7KFnn6+vqoXbs2AKBJkyY4d+4cvvrqK7z22msoLCxEenq6xtW8pKQkODg4lLqu0NBQWFpaonfv3ujXrx/69OkDuVyOgQMHYvbs2c+NwcDAoNQ3Wi6XS+JDABT/4iCleOhvzI20lUd+tlxIAAB08raFl4NlOUVWvuQA1r3WEM2++hMHY1NwMPYJetYr/btSKnjsSBvzI13MjXQxN9ImpfyUNYYq2fFKaVQqFQoKCtCkSRPI5XIcOXJEPS82Nhbx8fFo0aJFidclJydj/vz5+OabbwAUt/F7WrErFAoolcrK2QEi0irZBUXY+dfYeD397ESO5sWauFhifMtaAIAJey4jT8HvPSIioqqsShZ5M2fOxB9//IG4uDhcvnwZM2fOREREBN544w1YWFhg9OjRmDp1KsLDwxEVFYWRI0eiRYsWCAwMLLGuKVOm4P3334ezszMAICgoCJs3b0ZMTAxWr16NoKCgyt49ItICuy4Vj43nYmmIAQ2cxA7nX33RzQf2pvq4n56Pdzl2HhERUZVWJYu8x48fY9iwYfD29kb79u1x7tw5HDp0CB07dgQALFu2DD169ED//v3Rpk0bODg4YPfu3SXWc+jQIdy6dQvvvPOOetrEiRPh4eGB5s2bo7CwEHPmzKm0/SIi7fHPsfHMjcS/vePfmBvKse61hgCAdWfv49D1x+IGRERERC9NJggCB0cqJ5mZmbCwsEBGRoZkOl5JTk6Gra2tJO4hpr8xN9L2qvm5+yQXHl8cgQzAkfEtEFLbpvyDrCCjt0dj/dn7sDczQOyHIbCQWIHKY0famB/pYm6ki7mRNqnlp6z1RpW8kkdEJGWbIouv4jV1tURQrRoiR/PffNWnHlwtDZGUVYCR26PFDoeIiIheAos8IqJypFIJ2Bj5AADQ088e+npV62vW1EAPW4c2gY4M2HM5EVujHogdEhEREf1HVevsg4hI4v648wR3U3Nhoq+LQf7S73ClNEHuNTC1rQcAYPyuy7idki1yRERERPRfsMgjIipHTztc6eRli9o20hv8vKw+7+qLRs4WyCwoQrc1Z5FbWCR2SERERFRGLPKIiMpJdkERfrxUPAB6Dz976OjIRI7o5enr6eDnUU1Rw1iOGyk5GBp2Aeyni4iIqGpgkUdEVE5+vFg8Np6rpRF61bUXO5xXVtPSCLtHBEBXBuy5koj/RdwWOyQiIiIqAxZ5RETlZEPk07Hx7GBjaiByNOWjracNFnb3BQDM/PU6jtxIFjkiIiIi+jcs8oiIysGdJzk4dvsJZAD61HMQO5xy9X6wJ/rVd4BSJaDvhkhcScgUOyQiIiJ6ARZ5RETlYNNfwyY0c7VEaw9rkaMpXzKZDFveaIyAmhbIKihCh1Wn8DAjT+ywiIiI6DlY5BERvaLisfGKb9Xs6WcPQ7muyBGVPyO5Lg6+FQj3GkZIyi5EyMpTyMhTiB0WERERlYJFHhHRKzp25wniUvNgoq+LAQ0cxQ6nwlib6OPo+JawNpbjZkoOuqw+jXyFUuywiIiI6Bks8oiIXtE/x8arY2sqcjQVq1YNY/w+rgWM5bo4HZ+O7mvPorBIJXZYRERE9A8s8oiIXkFWfhF+vFg8Nl7PKj42Xlk1dLbAvtFNYaCrg6O3UtB3wzkUKVnoERERSQWLPCKiV/DjpUfIVSjhamWE3vWq/th4ZdWuji12jwyAXFeGX2MeY/Dm81CqOFg6ERGRFLDIIyJ6BevP/tXhiq89aphox9h4ZdXN1x7bhjaGro4Muy4nYMQPFyAILPSIiIjExiKPiOglXU7IxPG7qdCVAf21uMOVF+nXwAkbBzeEjgzYcv4hxv14iYUeERGRyFjkERG9pO9OxgEA2npaI8i9hrjBiOiNJjXx/cAGAIDVp+Px3k9XWegRERGJiEUeEdFLyMxXYHNU8QDog/ydoK9Xvb9OxzR3w9d96gIAvvrzLj4+cF3kiIiIiKqvKndWsmDBAjRt2hRmZmaws7NDnz59EBsbq7FMfn4+JkyYAGtra5iamqJ///5ISkpSz09NTUXPnj1hamqKRo0a4cKFCxqvnzBhApYsWVIp+0NEVdPmyAfILlDCvYYRBvhXz1s1n/Vuaw8s7O4DAPjiyC18efSmyBERERFVT1WuyDt27BgmTJiA06dP47fffoNCoUCnTp2Qk5OjXua9997Dvn37sHPnThw7dgyPHj1Cv3791PM///xzZGVl4fz58wgODsbYsWPV806fPo0zZ85gypQplblbRFSFCIKAlX/dqjmggROsq1mHKy/yYbs6+KRDHQDAjP3XEXo2XuSIiIiIqh89sQP4rw4ePKjxfMOGDbCzs0NUVBTatGmDjIwMrFu3Dlu3bkW7du0AAKGhofD19cXp06cRGBiImJgYDB48GF5eXnjrrbewevVqAIBCocC4ceOwdu1a6OrqVvq+EVHV8MedJ7iWlA0juQ5eb+QsdjiSM6+LNx7nFOL7U/cwducl2Jrqo4efg9hhERERVRtVrsh7VkZGBgCgRo3iTg+ioqKgUCjQoUMH9TI+Pj5wdXXFqVOnEBgYCH9/fxw9ehRjxozBoUOH0KBBcYcBixYtQnBwMAICAsq07YKCAhQUFKifZ2ZmAiguFhUKRbns36tQKBQoKiqSRCykibmRtn/Lzzd/3gUAdPGyga+tEfNYiq96+iApMw97rz7GwI1RODSmKVrUsnrl9fLYkTbmR7qYG+libqRNavkpaxxVushTqVSYMmUKgoKCUK9ePQBAYmIi9PX1YWlpqbGsvb09EhMTAQAzZszA+PHj4enpiVq1amHdunW4efMmNm7ciFOnTmHcuHE4fPgwAgICsGbNGlhYWJS6/QULFmDevHklpqekpGgUf2IpKipCWloaAEBPr0qnWuswN9L2ovwkZhfip6vF3yVdaxnhyZOUSo+vqljW0RmPM3Jx8kE2eoaew69v+MLdyvCV1sljR9qYH+libqSLuZE2qeUnKyurTMuJH+krmDBhAq5cuYLjx4//p9dZWFhg69atGtPatWuHxYsXIywsDHfu3EFsbCzGjh2L+fPnP7cTlpkzZ2Lq1Knq55mZmXBxcYGNjQ3Mzc3/+w6Vs6eVvo2NDeRyucjR0D8xN9L2ovx8c/4GilSAv6MZBjarAxODKv01WuH2v2WN1itP40piNobuuYNzk1vCwvDlP/M8dqSN+ZEu5ka6mBtpk1p+DAzK1g9AlT07mThxIn755Rf88ccfqFmzpnq6g4MDCgsLkZ6ernE1LykpCQ4OpbcJCQ0NhaWlJXr37o1+/fqhT58+kMvlGDhwIGbPnv3cGAwMDEp9o+VyuSQ+BEDxLw5Siof+xtxIW2n5Sc9TYOWp4o5EhjapCUtTI7HCqzIs5XIceqsFGi09hri0PPTbeAFHx7eAnu7L9/vFY0famB/pYm6ki7mRNinlp6wxVLneNQVBwMSJE7Fnzx4cPXoU7u7uGvObNGkCuVyOI0eOqKfFxsYiPj4eLVq0KLG+5ORkzJ8/H9988w0AQKlUqit2hUIBpVJZgXtDRFXJN8fvIjO/CJ7Wxhge4CJ2OFWGk4UhDoxtDgM9Hfx5NxXv7LosdkhERERarcoVeRMmTMCWLVuwdetWmJmZITExEYmJicjLywNQfCvm6NGjMXXqVISHhyMqKgojR45EixYtEBgYWGJ9U6ZMwfvvvw9n5+Ie8oKCgrB582bExMRg9erVCAoKqtT9IyJpysovwvI/7gAARjVzga0Zh034LxrXtMTmIY0AAGvOxOOb43dFjoiIiEh7Vbki77vvvkNGRgaCg4Ph6Oiofmzfvl29zLJly9CjRw/0798fbdq0gYODA3bv3l1iXYcOHcKtW7fwzjvvqKdNnDgRHh4eaN68OQoLCzFnzpxK2S8ikrbvTsYhNVcBVysjjGzqKnY4VdLAhk6Y09ELAPD+z1dxLj5d3ICIiIi0VJVrkycIwr8uY2hoiG+//RbffvvtC5fr3LkzOnfurDHN2NgYO3bseKUYiUi75BYWYcmx2wCAUU1d4Gjxaj1EVmezO3nhTHwaDsYmo2/oOVyZHgxLI/HbOBAREWmTKnclj4iosq05HY/H2YVwMjfAyGZsi/cqdHRk2Dq0MZwtDPEwMx8DN0aW6cc7IiIiKjsWeUREL5BbWIRF4cVX8YYHuMDVyljkiKo+K2N97B3ZFHJdGX6/mYLPfr8pdkhERERahUUeEdELLDhyC48y82FvZoDRzdkWr7wEuFhiSU8/AMC8Q7E4fueJyBERERFpDxZ5RETPcTMlR30V7/22HvC0MRE5Iu0ysZU7+tV3gFIAhmw5j+yCIrFDIiIi0gos8oiISiEIAqb8dA2FShVauFlhLK/ilTuZTIa1g/zhaG6ABxn5GL09WuyQiIiItAKLPCKiUvx6Mx2/3XwCua4M04I9YWmsL3ZIWsnKWB9hbzSGDMCOiwn44fxDsUMiIiKq8ljkERE9I7ugCHPC7wMAhgfURM+69iJHpN1CatvgvbYeAIB3dl9CQkaeyBERERFVbSzyiIieMe+3m0jIVsDRzAAftPWEni6/KivaF918UNfeFOl5RRi4KYrDKhAREb0CnrkQEf3D7ksJ+Or4PQDAB21qwdveTOSIqgcDPV1sHxYAfV0ZTsSlYdHRW2KHREREVGVVWJFXq1YtzJ8/H/Hx8RW1CSKicnU9KQvDt10AAAzwtcLo5hz4vDLVdTDDoh7FwyrMOXQDlx9liBwRERFR1VRhRd6UKVOwe/dueHh4oGPHjti2bRsKCgoqanNERK8kK78IfTdEIrtAicbO5viotTOM9fXEDqvaebeVO0I8rVGgVGHQ5vMoLFKJHRIREVGVU6FFXnR0NM6ePQtfX1+8++67cHR0xMSJE3H+/PmK2iwR0X8mCAJGbLuA64+zYWeqj8XdvWBvZiB2WNWSjo4MW95oDAtDPVx/nI2pP18VOyQiIqIqp8Lb5DVu3Bhff/01Hj16hDlz5mDt2rVo2rQpGjZsiPXr17NxPRGJSqUS8O6eK9h9ORFyXRkWdfdFaw8bscOq1pwsDLFmYAMAwMoTcThyM1nkiIiIiKqWCi/yFAoFduzYgV69euH9999HQEAA1q5di/79++Ojjz7CG2+8UdEhEBGVqkipwugdF/HtiTjIAMxqXwdvNKkpdlgEYGBDZwxt7AwBwJthF5CZrxA7JCIioiqjwhqcnD9/HqGhofjhhx+go6ODYcOGYdmyZfDx8VEv07dvXzRt2rSiQiAieq7CIhWGbj2PnRcToCsD5nTyxvR2xcMlKFRKscMjAN/2r4+I20/wICMfI7ZFY/cI/r0gIiIqiwq7kte0aVPcvHkT3333HR4+fIj//e9/GgUeALi7u2Pw4MEVFQIRUalScwvRO/Qsdl5MgJ6ODAu7++LDdrVhoKcrdmj0D+aGcvwwtDF0ZMCey4nYEnlf7JCIiIiqhAq7knfnzh24ubm9cBkTExOEhoZWVAhERCWcvJuKwVuicD89Hwa6Oljc0xfjW9bigOcS1crDGtOCPfFl+G1M3HMFrWpZQF/soIiIiCSuws5q/q3AIyKqTCqVgIVHbqLNypO4n54PF0tDrHvNH+8EubPAk7j5XXxQ39EMGflFGBJ2ESp22EVERPRC5Xolz8rKCjKZrEzLpqamluemiYieK/ZxNt7aeRF/3Cn+3unibYuF3X3h72whcmRUFvp6Otj+ZhM0WvIHTsen4+vTCfi8l53YYREREUlWuRZ5y5cvL8/VPdcff/yBxYsXIyoqCgkJCdizZw/69Omjni8IAubMmYM1a9YgPT0dQUFB+O6771CnTh0AQEFBAcaMGYOffvoJDg4OWLlyJTp06KB+/eLFixEfH49vvvmmUvaHiCpGYZEKi8Jv4dPfbqJQqYKRXAfTgj0xta0HLIx4019V4mtvhqW962LC7stYeioB3Ru4oG0de7HDIiIikqRyLfKGDx9enqt7rpycHPj7+2PUqFHo169fifmLFi3C119/jY0bN8Ld3R2ffPIJOnfujGvXrsHQ0BCrV69GVFQUTp06hQMHDuD1119HUlISZDIZ7t69izVr1iAyMrJS9oWIKsbpe2kYu+MiriRmAQBa1rLCR+3roKuPHXR0ynbHAUnL+JZuOHg9CfuuPcaQsIu49mEILI3kYodFREQkOeVa5GVmZsLc3Fz9/xd5utzL6Nq1K7p27VrqPEEQsHz5cnz88cfo3bs3AGDTpk2wt7fH3r17MXjwYMTExKBXr16oW7cuPDw8MG3aNKSkpMDW1hbjx4/Hl19+Wab4CgoKUFBQoH7+dJ8VCgUUCvHHdFIoFCgqKpJELKSJuak4WQVFmH3oBlaeiocgAFZGenivdS2MC3SFpbE+lMoiKP9lhATmR7pW9fFBVHwaHmUV4LVN57BvZECZmwlQxeOxI13MjXQxN9ImtfyUNY5yb5OXkJAAOzs7WFpalvqHVxAEyGQyKP/tLOsl3b17F4mJiRq3X1pYWKB58+Y4deoUBg8eDH9/f2zevBl5eXk4dOgQHB0dYWNjg7CwMBgaGqJv375l2taCBQswb968EtNTUlI0ij+xFBUVIS0tDQCgp1dhHanSS2BuKsbRuxn48Ld7eJRV/AXYycMcU5rbo4GjGRQ5GUjOKdt6mB/pKioqwpdtamDEgSQcvvEEnx+8grcDHMQOi/7CY0e6mBvpYm6kTWr5ycrKKtNy5Rrp0aNHUaNGDQBAeHh4ea66zBITEwEA9vaabTXs7e3V80aNGoVLly7Bz88PNjY22LFjB9LS0jB79mxERETg448/xrZt2+Dp6Yn169fD2dm51G3NnDkTU6dOVT/PzMyEi4sLbGxsXulKZXl5Wunb2NhALuctTVLC3JSv3EIlZvwai1Wn4wEATuYGmBHsjmEBNWGs/9+/5pgf6VIoFGgDYG6RKT45fBtf/PkIwd7OaOVRQ+zQCDx2pIy5kS7mRtqklh8DA4MyLVeuRV7btm1L/b/UyOVyfPvttxrTRo4ciUmTJuHChQvYu3cvLl68iEWLFmHSpEnYtWtXqesxMDAo9Y2Wy+WS+BAAxb84SCke+htzUz6iH2bg9bDziEnKBgAMaeSETzp6wdfe7JXWy/xIl56eHqaH1MbZB9nYdy0JPp2CrAABAABJREFUA7dcQPT7bVHT0kjs0Ag8dqSMuZEu5kbapJSfssZQ4YND5ebm4vr167h06ZLGo6I4OBTftpOUlKQxPSkpST3vWeHh4bh69SomTpyIiIgIdOvWDSYmJhg0aBAiIiIqLFYienmCIODb43fR7Ks/EZOUDRsTfazoWw/rX2v4ygUeSZ9MJsPWoY3hbWuCJ7kKdF59GnmKimkGQEREVNVUWJGXnJyMHj16wMzMDHXr1kWjRo00HhXF3d0dDg4OOHLkiHpaZmYmzpw5gxYtWpRYPj8/HxMmTMD3338PXV1dKJVK9WVZhUJRYW0HiejlFRap8NbOS5i45woUSgEhntb4aWQAJrRyh6FcV+zwqJKYGujhwNhAWBjq4VpSNt7Ych4CB0onIiKquCJvypQpSE9Px5kzZ2BkZISDBw9i48aNqFOnDn7++edXWnd2djaio6MRHR0NoLizlejoaMTHx0Mmk2HKlCn47LPP8PPPP+Py5csYNmwYnJycNMbSe+rTTz9Ft27d1IVnUFAQdu/ejUuXLmHFihUICgp6pViJqHwlZRWg3XcnsfZMPHRkwOTW7vhxeBO0dLcWOzQSgbu1MXYND4CuDNhzJRGfHIwVOyQiIiLRVVgXMUePHsVPP/2EgIAA6OjowM3NDR07doS5uTkWLFiA7t27v/S6IyMjERISon7+tPOT4cOHY8OGDZg+fTpycnLw1ltvIT09Ha1atcLBgwdhaGiosZ4rV65gx44d6mIRAAYMGICIiAi0bt0a3t7e2Lp160vHSUTlKyYpC52+P40HGfkw1dfFF9188FYLNxjo8epdddbeyxZLe9fF5L1X8fnvN+FoZoAJrdzFDouIiEg0FVbk5eTkwM7ODkDx0ArJycnw8vJC/fr1cf78+Vdad3Bw8AtvyZHJZJg/fz7mz5//wvXUq1cPN2/e1Jimo6ODlStXYuXKla8UIxGVr/MP0tF59Rmk5BTC1coIS3v6oV8DR46RRgCASa09EJ+WhyXH7mDS3iuwNdXHoIal94xMRESk7SqsyPP29kZsbCxq1aoFf39/fP/996hVqxZWrVoFR0fHitosEWmh43eeoPu6s8jML4KvnSnWDWqAFrw9k56xuKcfHmcXYHPUQwzdegE1jOTo4G0ndlhERNVOvkKJ209ycTc1F3ef5OJhRj5kMkBPRwY9HRksjeRo4GQOfydz1DDWFztcrVRhRd7kyZORkJAAAJgzZw66dOmCLVu2QF9fHxs3bqyozRKRljkc+xh9Qs8hT6FCI2dzbBzSCPUdxR+HkqRHJpNh/WsN8SRHgV+vP0afDZHYP7oZ2ta2ETs0IiKtlltYhD/vpOLYnSc4dvsJzt1Ph0JZto6wnC0M0aGODV5v7Ix2tW2gp1vhnf9XCxVW5A0dOlT9/yZNmuDevXu4fv06XF1dYWPDP7hE9O92X0rAkC3nUahUoaWbFTa90Qie1iZih0USpqerg10jAtBh1WmciEtF5zVn8NPIpujswyt6RETlKbugCPuvJWHX5QTsv/YYuc8MY2OqrwsnC0M4mxvCwcwAMpkMRSoVlCoBT3IVuJmcg4eZ+XiYkY+NkQ+wMfIBbE30MaSxM6a09oC7tbFIe6YdyrXIe9oBSlksXbq0PDdNRFpmU+R9jNwWDZUAtK9jg81DGsHRwvDfX0jVnqFcF7+NC0S3NWcQcfsJeq0/i+1vNkGf+mwqQET0KlQqAf9n777DoyjXBg7/Nr33XiCh9w4hhCYgRZrCERBUUBRQ8IiUTzkHRc5RUUGxIygCIggi6FEUpYNg6IQaWqiBJKRXkmx25/tjswshAUJI2Nnw3NeVC3ZmdvaZfXdn55m3bTubysLdF1l9OIH8Ir1pnb+rPW1D3GkV4k5UuBdtQtxxd7TD2urWfecTMq+x/Wwaqw8nsP5UMsm5hXzy1zm+2HmeZ9uF8vrD9QjxcLwfh1btVGqSd/DgwRKPDxw4QFFREfXr1wfg1KlTWFtb07p168p8WSFENfP5jnNM+OkoAP0b+fPN0Ob4uNibOSphSRxtrfljTASPLdrLuhPJ/OPb/Swe1oInW4eYOzQhhLA4lzOvsXjvJb7Zc4mzqXmm5aEeDnSv40P3uj70aeiHt/Pd/VYHujsytGUwQ1sGU1ik44dDV/h8x3l2Xcxgwa6LLN57iRejwvlv7/q42FdZA8RqqVLfrS1btpj+/+GHH+Lq6sqSJUvw9PQEID09nWeeeYZOnTpV5ssKIaqRWZtO86/fTwAwrEUQ8wY3xUM6ZYsKsLex5pdn2zF06X7WHEnkqeUHOZeay/SH68morEIIcQeFRXp+PZ7Iwt2X+PPkVfTFXeyc7azpVd+XAY0DGNDYH89K+o22s7HmydahPNk6lD9OXOVfv8dy8HIWH20/y6pDV1g0tAUP1/etlNd6EGiU281FcA+Cg4NZv349jRs3LrH86NGj9OzZkytXrlTFy5pVVlYW7u7uZGZm4uZm/oEhtFotycnJ+Pr6Ymtra+5wxA2kbEpTFIVpv53gvS1nAHguIpQPBzTG1eH+vz9SPupVkbLR6RXGrz7M/F0XAXiqdQgLhzbHVjr3Vzr57qiXlI16qa1sjidms3DPRZbuiyc5t9C0vFWwGwMaBzCidTC1vZ2r/GaZoiisOZzASz8dJSG7AICn24Tw8aNN8HC8f++T2sqnvPlGldV7ZmVlkZycXGp5cnIy2dnZVfWyQggLpNcrTPjpCPP+vgDAPzuGM6tvA5zspGmGuHfWVhq+fLw5dXxcePW34yzdH8+5tDx+Hd3uvl4oCCGEWuVrdaw6dIV5f18g+kK6abmPsx39GvrxeIsgutf1wd7G+r7FpNFoGNw8iF4N/Bi/5ghL98Xz7b54Np9O4adn2tIm1OO+xWKJquwK6rHHHuOZZ57hgw8+oF27dgDs3r2bqVOnMmjQoKp6WSGEhdHq9Dy7Mobv9l9GA7zWrQ5v9KyHg+39+yERD4YpD9Wmjo8Tw5cdYMe5NFp9uJ0/x0RQ19fF3KEJIYRZXEzP48voC3y16yIpxbV21lYaOoV7MbCxP0NbBBHobt6BT1zsbVjyREuebhPCyO9jiM/Mp8OnO/hwQGPGR4VJ8/tbqLIk78svv2TKlCkMHz4crVZreDEbG0aPHs3s2bOr6mWFEBYkK1/L4MX72Hg6BWsNzOxVn6kP1cHORprRiarxaNNAdoyP4pGvd3MuLY82c/8yTLlQT/p5CCEeDIqisOl0Cp/vPM8vxxJNfe38XewY3CyQYS2CaB/mpbom7d3r+nJ0alceX2K4bnjpp6Nsi0tl8bAWOMugLKVU2Tvi5OTEF198wezZs4mLiwOgdu3aODvLHFdCCMNIXY98tYfDCVk42lox65GGvBgVprofFVH9tAr1IGZyF3ot2MXhhGx6L9jFhwMb889OtcwdmhBCVBmtTs/SffHM3hrHias5puVtQ90Z0jyIEa2CzV5rdycejrasH9uetzaeZuafJ/nxcALHk7L5c0x7mWrhJlWe9jo7O9OsWbOqfhkhhAU5dCWTfl/vIT4zH28nWz4a2JjhrUKwus1cOkJUpgA3B3a/3IkRyw6w5kgiL/98jMNXspj3j2Zyo0EIUa0U6fR8t/8yb208RVzx9AdOttb0beTHsJZB9G3of1/72t0rjUbD6w/Xo2O4F4MX7+N4Ug4tP9zO789F0LaGh7nDUw35JRNC3DeKojA/+jztP95BfGY+4V6OLBragifbhEqCJ+47B1trfhzZhhk966EBFu65xENfRJOWV3jH5wohhCX488RVGs/eyjMrY4hLzcPT0ZaXO4Xz9z+jWPFkawY1DbKoBO9GD9XxYf8rnajt7URKbiGdPtvJioOXzR2WakgDViHEfZF5Tcvzqw6x6lACAB3CPJk7sDHtaniaOTLxINNoNLzZqz5NAlx5+vuD7DyfRssPtrN+bHvq+8mALEIIy3Q58xqv/O+Y6TfXw9GGp1uHMjayJg39XarNYCXh3s4cmNSZR7/Zy5a4VJ747gBnUnL5d4+61eYYK0pq8oQQVW5dbBItP9zOqkMJWFtpeLlTOD+PaisJnlCNfzQP4u8JHQl0tedixjUiPv6L3RfSzB2WEELcFUVRmPf3eRq+t9Xwm6uB4S2D2fpCBz56tDGNAlyrXfLj5mDLhnGRPB9RA4DX/zjJ6JWHKNLpzRyZeUmSJ4SoMscSDYNaPPL1Hs6l5RHkZs/Cx5sxu38jfF3tzR2eECW0CHEnZnIXmgS4kplfxEPzovnzxFVzhyWEEOWSnV/EE98d4MXVR8guKKJpgCtLh7dk0bAWNA92r3bJ3Y2srTQsGNKc9/o2RAMs2nuJ3gt2k51fZO7QzEaSPCFEpdt/KYPRK2No/sE2/jyZjI2VhidbBfPb6AhGtqshA1sI1fJztefvlzrSIcyTa1o9/Rbu4fsD8eYOSwghbutYYjbtPv6LlTFXsLbS8ErnWmwc254nWoU8UNMS/V+3Oqx8uhX2NlZsOpNC5Cc7uJKZb+6wzEL65AkhKkVCVj4/H03kq10XOHg5y7T8odre/LNTOP0a+WMjyZ2wAK4ONmx+IZLBi/fxW+xVRiw7SH6Rnmfa1TB3aEIIUcr/jiYy/LsD5Gl1+LnYMeuRhjzVJuSBvaH6ePNgQtwd6bdwD8eSsmk9dzsbxranSaCbuUO7r6p16X/++eeEhYXh4OBAREQEe/bsMa2bNGkSXl5ehIaGsmzZshLPW7VqFf3797/f4QphMXILioi5nMnyA/G88ONhGry7maCZG3hx9REOXs7C1lpDr/q+fD2kGb+ObsejTQMlwRMWxd7Gmv89246nWoegAM/9cIiVMmqbEEJllu2PZ/CSfeRpdbQL9WDV0214NkJazESGebHn5Y7U9HQkMbuA9p/sYOOpZHOHdV9V25q8lStXMmnSJL788ksiIiL46KOP6NWrFydPnmT37t0sX76c9evXc/r0aZ599ll69eqFj48PmZmZ/Pvf/2bjxo3mPgQhzEpRFC5lXONYYjYnk3M5lZzDyauGf+PLaPqgAer7ufBIAz+GtAyidbC7JHbCollbaVg8rAVFej3fH7zCk8sP4mhrxYAmgeYOTQghmB99nhdWH0FRoG9DP778R1NCPJzMHZZq1PZx4cCkzvScv4v98Zn0/mo3Xz3e7IFplaFRFEUxdxBVISIigrZt2/LZZ58BoNfrCQ0N5aWXXsLKyooDBw6wYsUKAPz9/Vm7di1t27Zl7NixNGjQgFdeeeWOr1FQUEBBQYHpcVZWFqGhoaSkpODmZv4qYa1WS0pKCj4+Ptja2po7HHEDNZZNWl4h28+ms+1sKgcvZ3EsKYfM23RYdnewoYaHAw39XGgT4kbXWt408HfBwdYy59u5kRrLRxiYo2x0eoWh3x3kl+NXsbPW8PPI1vSo53NfXtvSyHdHvaRs1KsiZTN3+zle/f0kAP9o6s/HAxvh6yIDmpWloEjPE8sOsjbWUJP32kO1mNmz/FMsqO27k5WVZaqYul2+US1r8goLC9m/fz/Tpk0zLbOysqJHjx5ER0fz4osvsmDBAtLT0zl79izXrl2jTp067NixgwMHDvDFF1+U63VmzZrFzJkzSy1PSUkpkfyZS1FREenp6QDY2FTLorZYaimbCxkFrIlNZX1cJkeS8rj5jo+1BkLd7Ah1tyPUzY4QV1tC3e2o7+NIDXcHXOxtbjhJFpKdkUb2/T6IKqCW8hGlmatsPukZQnZePlvOZzH42/3874n6NPZzvm+vbynku6NeUjbqdbdls/RQMq9tvAjAsMaezOjsD9eySL5WpWFatHl9QglwgK8PJvPulrOcSEhnbu8w7MrR4kht353s7PJdaZk/0iqQkpKCTqfD39+/xHJ/f39OnDhBr169ePLJJ2nbti2Ojo4sWbIEZ2dnXnjhBRYvXsy8efP49NNP8fHxYcGCBTRu3LjM15k2bRqTJk0yPTbW5Pn4+KimJg9QzZ0HcZ05yyavUMeKmCt8d+AKO86nl1gX5ulI2xA3mga40sjfhRbBbvi72mNvY/m1c3dDvjvqZc6y+eU5H3p9tYe/L2Tw5E9n2fvPDgS6OdzXGNROvjvqJWWjXndTNr/FXuVfmwwJ3jNtgpnTryGuDtXycr7SfTHUj0bB55n62wl+PpFOYp7C6qdb4etid9vnqe27Y29fvhrbB/ZT8eabb/Lmm2+aHs+cOZMePXpga2vLW2+9xZEjR1i7di1PP/00+/fvL3Mf9vb2Zb7Rtra2qvgQgOGOg5riEdfd77JJzyvk853n+fivc6TkFgKGfnTtanjQu74f3ev50CrYHWf7B/a0UIJ8d9TLXGVjawtrn4ug9dy/OJeWR5+F+9jzcif5ztxEvjvqJWWjXuUpm70XMxix/BB6BQY09ueDgU3wdLp9giJKeuWhutTxc2XY0gPsuphBm092snZ0O1qFeNz2eWr67pQ3hmo5KoKPjw/W1tYkJSWVWJ6UlERAQECp7U+cOMF3333Hf//7X7Zu3Urnzp3x9fVlyJAhHDhwoNzVokKoUXpeIa+uPU6Ntzby+h8nScktJNjNgQlRYWwc155t4zvwZu/6dKrlLRerQtyBp5MdG8a2x93BhuNJOQxesg+9vlp2bRdCqMjZ1Fz6LdxNnlZHZE1PPn1MEryK6t84gF3/7EgND0cSsgro8MlOluy9ZO6wKl21TPLs7Oxo3bo1mzZtMi3T6/Vs2rSJyMjIEtsqisLYsWP58MMPcXFxQafTmapljf/qdLr7F7wQlaSgSMfcbXHUfmcz72+JI6dARx0fJ97qXZ9dL0fx6aCmdKvr+8A1xRTiXtX2cebX0e2wtdbw58lkpvx6zNwhCSGqsZyCIvov3MPVnELq+Tozb3BTanjKKJr3ommQG4emdKFrbW8KdHpGrYhh9MoY8gpvPeCcpam2t+0nTZrEyJEjadOmDe3ateOjjz4iNzeXZ555psR2X3/9Nb6+vqZ58aKionjzzTfZtWsX69ato1GjRnh4eJjhCISoGEVR+CHmCtN+P8G5tDwAank7Mb5DGCPbhuDtLKNvCXGvOtXy5qvHmzFqxSHmbj9Hp1rePNZUplYQ6qTXG6bEOZ2Uhy49hcwCPYU6PR6Otng42uDpaEddX2ccq8HoyNWNoiiM+/Ewx5Ny8HG247NBTWge7G7usKoFD0dbNo2L5NW1x5mz7Szf7LnEtrhUfhzZhhbV4D2utkne0KFDSU5O5o033iAxMZEWLVrwxx9/lBiMJSkpibfffpu///7btKxdu3ZMnjyZvn374ufnx5IlS8wRvhAV8tfZVKb8epw9FzMA8HG2Y1xkTV6IrEmQh6N5gxOimhnZtgZ/n09nwa6LjPo+hpZBboR5y4ibwrx0eoUjCVnsPJfGwctZHEnM4lhiNrmFt2+VZGuloVWIO51redOltjc96/s+8BNqq8H86AssO3AZaw3MeqQBD9fzM3dI1YqVlYbZAxrzUB0fRq6IIS41j3Yf/8XbfRowqUttrK3KN82CGlXbefLMISsrC3d39zvOW3G/aLVakpOT8fX1VUVHUXFdZZfN8cRs/r3uBD8fTQTA0daKp1uHMLFzLRr4u97z/h808t1RL7WVTUGRjvYf7yDmShaN/V3YP6nzA90EWm3l8yDQ6xUOXs5kw6lktsal8vf5dLILSjc5s7bS4GFvhaeTPR6OtthYacgp1JFVUETmNW2peVEDXO0ZHxXGmPY18XOVFiBV6Vbfm32XMoj6dCeFOj0vdwpndv9GknhXoZScAoYu3c/mM6kAtAhyY+HQ5jT1d1bVea28+Ua1rckT8OfJZELstfj6mjuSkvR6hYTsfM6k5HIls4D0a1rS8gpJv6ZFd8MABtZWGkNTEgdbPJ1s8XC0xdPR9obmJbY42lqXezLLW8WSXVBERvEPXMY1reEv3/BvQZEeAA0arKzA3cEWbydbfJzt8He1J8zLyawn3LiUXN5cf5JlBy6jKGClgUebBPByp3A61fK+p/dGCHFn9jbW/PxMW5p/sI1jSTmMWXWYJU+0NHdYopq7kJbHhlPJbDiVwqbTyaTmaUusd7azplmgG438Xajj40zTQFca+zmh5GUR5O+HvX3JATuKdHqOJWaz7sRV9lzMYPvZVBKzC3j9j5P8Z8MpnmodwqxHGkqydx+l5xXy+Lf7KNTp6Vrbm9cfrisJXhXzcbFn47hIPv7rHNPXnSDmShZtP/qLse1r8HJrL1R2OX1HkuRVU+l5hYxYfoiCIh3PRWTw74frm2U+p5yCIg5ezmR/fCb7LmVw6EoWcam5XNPqK2X/NsZE0NHGlBB6ONpiZ22FlRVYaTQoCuQUFpGVX0R2Qcl/cwqLuJe6bGuNhnBvR+r7utA00I32NT2JqOFBQBW/14euZPLJX+f4dl88RcWJ8UN1vHkhsiYDmwRiZyM/BELcLzW9nPj+yVb0/XoP3+6Lp1c9X4a3DjF3WKIaKSzSsy0ulV+OJfLnyWROp+SWWO9sZ03rEHfahXrQtoYnncK98He1x+qGpmZarZbkwpwSy4xsrK1oHuxu6utVWKRnwa4LzI++wNHEbL7Zc4kfDycwu19DnouoWeY+ROV6cfURzqddI9jdgdn9G0p/+vtEo9EwsXMthjQP5LkfDrPuxFXmRV/kx0NXODrFGz9389fklZc016xEamqueSo5h6eWHWDPpUwA7Kw1jGlfk4mda1Hbp+r6jKTmFrLjXBrbz6ay/WwqB+IzKWt0cWsNBLk74Odij7uDDe4OtrjY22Bzww9HkV4hp6A4ISsoIueGBC27oKjM/VaUnbUGV3sbXOxtcLGzwdXeGld7G+xsrFAARQG9YognM7+IzHwtyTmF5BeVnayGejjQIcyLiBoetK/pSctgdxxu6NBekSZN+Vod/zuayGc7z7PjXJppeYcwT16IrMng5kHSab6SSJMz9VJz2fzfr8eZvTUOdwcbjk3tSvAD2A9WzeVjaTKuaVkXe5X/HUtk3YmrZN3QnNJaA40D3Ip/YzzoWd+PIDeH2yZfFS2b9Seu8tLPRzmVbEgs24a6s3hYSxoFSFeAynJz2fwQc4WhS/djrYFvhrbg6bah5g7xgfXr0UReXHOEBl62/D42ShXntfLmG5LkVSI1JXkAhYWFLIs+zUd7rnI4Mce0vH1ND0a1DWVI86B7mmNFURQupF9j14X04qQujWOJpecU9HOxo6GfKw39XWjg50LjABca+rni7WxXIvEpL51e4VphEanXDIlWSk4hKXkFpOcZkq/sgiK0OgUFxVRL52hrjYudNU52huTN2PTTy8kWbyc7PJxscbCxxtZaU+4mjoVFOk6l5HLosqFTe+zVHI4kZHE2NY+bv1S2VhqaB7vRvoYn7Wt60sDXCXcll5pBAbc8YRQW6YlLzWXjqRT+OHmVLWdSTDWg1lYautXx5okWwTzeIggXmd+uUsmFqnqpuWwKi/S0/Wg7hxOyiazpyY4JUQ9cjYeay8cSJOcUsDLmCj8fTWRbXKqppQaAt5MtnWp50zHMk4fr+9HAz+WuWm3cS9kU6fTM2nSGdzefIU+rw8HGiq+GNOdJqbGuFDeWTeo1HY1nbyUtT8tzEaF8MbiZNNM0s+y8fOITr1InNFAV5zVJ8sxAbUme8aTh4+PDupOpvLcljt0X0001YFYaaBboRlS4Fx3CPGnk74q/qz2+znbY3HBC0er0pOQWEpeSS1xqHmdScjlwOZM9FzNIyS0s9bq1vJxoEexGq2B3OtbyomWwO24O5v9S3C/JOflsOWOoyTyckM2xxGzSbuovYeTnYke4lxNOdtbYWllhY60hp6CIc2l5xGfml2pK6u9ix4DGAQxvFUxUuJec+KuIXKiql9rL5kRSNi0+3E5BkZ63+9TnXz3qmTuk+0rt5aNGRTo9f5xM5ps9F1l7PAmt7vqJP9zLkS61vHmorg99G/jh7VLxJnuVUTYX0/IYsnQ/u4tHcB7bviafPNZEugjcoxuv1wYvjWHt8STq+zqzYWwkoZ4PXosAtVHbeU2SPDNQa5J344fyXFouX+w8z/+OJpVq02+k0YCHgy1FeoU8ra7EYCg3s7HSUM/XmeZBhqSuS21vGge44mQnNUtGer2emCtZbDmTwv5LmRxNzOZCeh5ZBbcfzhrA3saKxv6udAjzpHNtL7rV8ZF2+feB2k7o4jpLKJvPd5xjwk9HsbPWsPvlTtVivqXysoTyUYucgiK+2nWBD7edJT4z37S8kb8LPev50rO+L11qe1fa72lllY1OrzDll2N89Nc5AFoFu/Pbc+2qvC96dWYsm9/OFzBm9VFsrTUsfaIlQ1sGmzs0gfrOa5LkmYElJHk3Onk1mz9PJrPrQjpHErJJyMon/Zq2zL5uVhrDcMoh7o4EuztQx8eZZkGudAjzIsTdUe7i3aWCgkIOn43nSqE95zMLyNMWUaSDIr0eO2srwrycqO/rTLi3E+4OtiVqVkXVU9sJXVxnCWWjKAq9Fuxiw6kU6vk4c3hqlwdmWgVLKB9zS80tZO72s3yx8zzp1wytPDwdbXmkoR8DGvvzSEP/KmmCX9lls+bwFUatOER2QRFBbg5sfiGS+n4ulRDpg0er1XIwLp4e38aSXaDjpY5hfDSwyQPX3Fut1HZekykUxB3V93Olvp8r/+xkeKzXK+QWFnElq4DLmflYaQwjdrnY2+DuYIOnk50M7FFJrKw0BLs70EIlJwwhROXRaDR8+0RLGr2/lVMpufzzp6PMf7y5ucMSZlZYpOeznef474bTZBQndzU8HXm6dQgj24RS28fJoqa9GdQsiKaBbnT/MppLGflEfPwXvz3Xjqhwb3OHZnH0eoVX/rhAdoGOZoFuzOhZXxI8cc8kyRMmVlYaXB1sqe9gK3fjhBDiHgS4ObBoWAseXbSXr3Zd5LGmgfRu4GfusIQZKIrCL8eSmPLrcc4Ud5Oo6+PM8+1r8FTrEItu5ljX14X9r3Sm+5fRHEnIpvu8XSx/shWDmgWaOzSLMi/6In9fysbBxoq3+zTA27nig+IJYSRtwIQQQogqMLBJAM+2C0UBRn1/kPS80gNVieotOaeAx7/dz6OL9nImJRdvJ1um96jLthc7MPWhOhad4Bn5utgT/VJHutXxoUCn5/Fv9/H1rgvmDstinErO4V9/nATgpaga9G0kN4NE5ZAkTwghhKgiHz/ahDBPR5JyCnlq+UFzhyPuo9WHr9D4/a2sPpyAtZWGZ9qGsmlcJP/t04BAd8tP7m7kbG/Dn2MiGN4yGL0Cz686zJwtZ8wdluoV6fQ8vfwg17R6Wgc6MbVLLYtqsivUTZI8IYQQooq42Nuw4qnWWGvgt9irLNwtNRzVXU5BEU8uO8A/luwnObeQOj5OLBnWgvmPN6N5NR5p1cbaiu9GtOTFDjUBmLo2lum/xyLj+93a7K1x7L6YgYudNa9FBeJxD3MXC3EzSfKEEEKIKhRR05N/9agLwMSfj3ExPc/MEYmqciwxm7Yf/cWyA5ex1sCz7UJZP7Y9I1qHPBDzmmo0Gj4b1JR/dzd83t/edIaXfjoiiV4ZDl3JZMafhmaakzuHEVmj+t4AEOZR/c84QgghhJm98XA9WgW7k1Oo4x9L9qO/zfyjwjIt2x9Pu4/+4sTVHHyd7Zj/eDPmDW5GuJezuUO7rzQaDW890oDZ/RoC8PnOCzy1/OBt59x90BQW6Xl6eQxanULX2t5MiKopzTRFpZMkTwghhKhiNtZWrHiqFQ42Vuy9lME7G0+bOyRRSYp0el7++ShPLj9InlZHu1APfhzZhtERNR/oOWSnPFSHrx5vhpUGlh24zGOL9lJQpDN3WKowc/1JDidk4eFow3961cfdUZppisr34J59hBBCiPuorq8LHw5oDMB/N54i5nKmmSMS9yrzmpZ+C/fwyV/nABjdLpSfn2lL59oyVxzAc+1rsuLJ1thaa/j1eBK9Fuwmp6DI3GGZ1a4L6by72TAozb+616WTfFZEFZEkTwghhLhPxnWoSc96vhTqFIZ+u19qNixYXEoukZ/u4M+TydjbWPFe34Z8NqhptRs581493iKIX59th4ONFdviUmn/yQ4SsvLNHZZZ5BUWMfL7g+gV6NPAlxc6hJk7JFGNSZInhBBC3CcajYYlT7TA09GWUym5TFhz1NwhiQrYFpdCu4//IjYpBz8XOxYOac6UrrVxsLU2d2iq1KuBH5tfiMTT0ZZjidm0/nA7xxOzzR3WfTfpl+OcSs7Fz8WOmb3r42JvY+6QRDVmcUnemjVr6NmzJ97e3mg0GmJiYkptk5+fz/jx4/H29sbFxYXBgweTlJRkWp+Wlkb//v1xcXGhZcuWHDxYcu6i8ePH88EHH1T1oQghhHgABbg5sOSJFgB8vfsiPx9NMG9A4q4s3H2Rh+fvIi1PSyN/F75/shUjWodgZSUDZ9xOZJgXe17uSA0PRxKyC4j4+C82n042d1j3zapDV5gffQENMKNnPdqGepo7JFHNWVySl5ubS8eOHXnvvfduuc0rr7zCr7/+yqpVq9i2bRtXrlxh0KBBpvVvv/022dnZHDhwgK5du/L888+b1u3atYvdu3czceLEqjwMIYQQD7D+jQN4oXg+sWdXHCIh85qZIxJ3otMrTPnlGM/9cAitTuHhuj78NKot3er6mjs0i1HH14X9r3SiZbAbOYU6es7fxfubz1T7KRbOp+Xx/A+HABjVNpTRETXMHJF4EFhcPfFTTz0FwPnz58tcn5mZycKFC1m+fDndunUDYNGiRTRs2JBdu3bRvn17YmNjGTZsGPXq1WPMmDEsWLAAAK1Wy7hx4/j666+xtr5zk4uCggIKCgpMj7Oyskz70Wq193KYlUKr1VJUVKSKWERJUjbqJuWjXtWpbN7rU48tp1M4kZzLoMV72TquvcXXBlWn8rlRVn4RT684xO8nDDVPz7UN5r+96+HtbG8xx6qWsnG3t2LruAie/v4Q/zt+lVd/i2XH2RQWD2uOazVsvqjV6Rm2dB+Z+UU0DXBherdwrBQ9Wq3++jYqKRtRNrWVT3njqHbfpv3796PVaunRo4dpWYMGDahRowbR0dG0b9+e5s2bs3nzZp577jn+/PNPmjVrBsD7779P165dadOmTblea9asWcycObPU8pSUlBLJn7kUFRWRnp4OgI1NtStqiyZlo25SPupV3crmy7416bU0ll0XM/nXr4eY3CHY3CHdk+pWPgCXMgsY9fMZTqTkY2etYWqkP8+28kWfl0WyBc1rr7ay+bx3CM19bHlnx2V+jU2m1YfbWTCgNk38nMwdWqV6Z3s8uy9m4mJnxWuRvjgU5ZKcnFtiG7WVjShJbeWTnV2+/qzmj7SSJSYmYmdnh4eHR4nl/v7+JCYmAvDaa6/xwgsvULt2bcLCwli4cCGnT59myZIlREdHM27cONavX0+bNm346quvcHd3L/O1pk2bxqRJk0yPs7KyCA0NxcfHBzc3tyo7xvIyZvo+Pj7Y2tqaORpxIykbdZPyUa/qVja+vvDhABj/03E+3pVIj4Yh9KjnY+6wKqy6lc/f59N5/PsjJOcW4u1ky+y+9RnWIggba4vr7aLKspn+iB/dGgYzZFkMFzILeWTZCaZ2Ceff3etgXw3mGFx5KIHP9xrGhPh3t9r8o12tMic9V2PZiOvUVj729vbl2k7VSd6yZcsYO3as6fG6devo1KnTPe/X3d2d5cuXl1jWrVs3Zs+ezbJlyzh79iwnT57k+eef5z//+c8tB2Gxt7cv8422tbVVxYcADHcc1BSPuE7KRt2kfNSrupXNC1G12H4ug5UxV3hyxSEOTe5CiIejucOqsOpQPoqi8PXui0xYc5RCnZ76vs7MHdiYPg39zR3aPVFj2XSp58/RqV15ctkB1p9K4d0tZ1lzNImlw1vSroblDk6y60I6z606AsCTrYJ5qXMd7OxufdmtxrIR16mpfMobg6pvkwwYMICYmBjTX3maUQYEBFBYWEhGRkaJ5UlJSQQEBJT5nEWLFuHh4cHAgQPZunUrjz76KLa2tjz++ONs3bq1Eo5ECCGEKJtGo+Gboc1p6OdCWp6Wvl/vlvnzzCi3oIiR38cwZtVhCnV6HqrtzeqRbS0+wVMzXxd7/hwbybdPtMDLyZZTybm0/3gHI747wIU0C2oTW+xCWh4Dv9lDQZGezrW8mN2/Ec7VsL+hUDdVJ3murq7UqVPH9OfoeOc7m61bt8bW1pZNmzaZlp08eZKLFy8SGRlZavvk5GT+85//8OmnnwKg0+lM1bJarRadTn5ohRBCVC0nOxt+Hd0OV3sbDidkM3bVYXOH9ECKTcom4pMdLN0fj7UGJkSFsfKp1jQOdDV3aA+Ep9qEcvLVhxjQ2B8FWH7wMnXf3cyk/x0lNbfQ3OGVS1a+ln4L93A1p5B6vs58NqgJAW4O5g5LPIBUneSVJS0tjZiYGI4fPw4YEriYmBhTfzt3d3dGjx7NpEmT2LJlC/v37+eZZ54hMjKS9u3bl9rfxIkTmTx5MsHBhs7uUVFRLF26lNjYWBYsWEBUVNT9OzghhBAPrNo+ziwf0RKAJfvi+XTHOTNH9ODQ6xU+23GONnP/4lhiNj7Odswb3IwPBjTG17V8/V9E5fBxsed/z7bjrwkdaBvqjlanMHf7OUL/u4EXfzzMmZTcO+/ETDKvGRK8o8WfoY8HNqFpYNnjOghR1Swuyfvll19o2bIlffv2BWDYsGG0bNmSL7/80rTN3Llz6devH4MHD6Zz584EBASwZs2aUvv6888/OXPmDC+++KJp2YQJE6hVqxYREREUFhYyY8aMqj8oIYQQAujXOIDXe9QF4JWfj/J7bJKZI6r+zqbm0u3LaF766Sh5Wh3tQj1Y9XRrno+siV01GPzDUnUM92b3y51YPbI19X2duabVMy/6AvVmbWbgN3v488RVdHr1zK+XklNA9y+j+etsGi521nw4oBG9G/qZOyzxANMo1X0GyvsoKysLd3d3MjMzVTO6ZnJyMr6+vqroKCquk7JRNykf9XoQykZRFJ5YeoCVh67gbGfNjvFRtAixjNoASyqfgiIdn+04zxt/nCRPq8PR1op/dgxncpfa1bL2zpLK5maKovDrsSTe33KGnefTTcuD3Ox5pl0NRrYJoa6vi9niu5KZz8PzozmelIOHow2fPdaU4a2CyxxJsyyWXDYPArWVT3nzDekFKoQQQqiIRqPh2+EtuZhxjegL6fT+ahf7J3Um2N1yR9xUE0VRWHMkgVfXxhKXahjUo3WIO68/XJf+jQIsfkL66kij0TCgSQADmgRwID6D9zaf4Y8TyVzJKuDtjad5e+NpmgW6MrRFMI83D7yvCd/+SxkMWbqfs6l5+LnY8cWgpgxqFljuBE+IqiJJnhBCCKEydjZW/PZcO9rM/YuzaXl0mxdN9D874uVkZ+7QLJaiKGw6ncLM9afYcS4NAG8nW17oEMY/O4ZXy9q76qhViAcrn27DtcIiFu+NZ+n+ePZcTOdwQjaHE07w73UnaBroytAWQTzePIh6VZTwaXV63t54mrc2nkanVwh2d+CLQU0Z0KTskdyFuN8kyRNCCCFUyNPJjo3jImn70XZOJefS5fO/2TEhCndH8zcXsiQ6vcLqwwm8t+UMB+IzAbC3seKp1sG83KkWTQLN371C3D1HOxteiArjhagwrmTms2jvRdYeS2LvpQyOJGRzJOEk09edpHGAKwMa+9OvoT8RNT2xroSa2gPxGTy/6rDp89Sjrg//6VWPyHDve963EJVFkjwhhBBCpcK9ndj6Ygc6fraTo4nZdP3ib7aPj8LVQX6+7yQuJZdv98WzZN8lLqRfAwzJ3aNNAhgdUYNudXwq5YJfmF+QuwP/7lGPf/eox+WMayzae4l1sVfZfSmDY4nZHEvMZtamM3g52vJwfV+61PamSy1vGvq7lLtZZWGRntWHE/ji7/OmmmB3BxtefagOEzqGy3dSqI58IoUQQggVaxLoxpYXIun6RTQxV7LoNu9vtr7YQSZXLkN2fhGrDl1h8b5L/HU2zbTc3cGGIc2DeLZdKG1rVE5tjlCnYA9Hpj9cj+kP1yMxK59lBy6z/mQy0RfSSbumZWXMFVbGXAHAx9mOFkFuNPR3paG/C2GejtjbWGNrrcHGSsPF9GscTczmSEIWf59PJ7l4rj5rDXSv68ur3WrzUB0f6X8nVEl+IYQQQgiVaxniwaYX2vPQF9Hsi8+kyxd/s35se+mjh2GOu61xqSzee4nVhxPI0+oAsNJARA1P+jXy4x/NDINxyMX4gyXAzYHJXWszuWtttEU6fj+RzO+xSRyIz+RIQjYpuYVsPJ3CxtMp5dqfr7MdjzUN4ImWwUSFe2FrLVNsCPWSJE8IIYSwAG1CPdkwtj09F+xmf3wm7T76iy0vdCDU88EcdfNMSi7f7rvEkn3xXCxujgkQ5ulIv0b+9GvkT6daXjjZyaWOAFsbawY2CWBg8cAoeYVFbDqdwoH4TOJS8ziflkdSTgFFeoUivYJOp+DpZEsdH2fqeDtR19eZPg38CPV0MvORCFE+cuYTQgghLET7MC92TuhAj/m7iEvNo+1H29n8QgcaBbiaO7T7oqBIx5rDiXwZfZ7tNzTHdLGzpld9X/o38qdPQz/8XB3MGKWwBE52NvRvHED/xmWPhmmcRlpqf4WlkiRPCCGEsCBNg9zZO7ETXb74m/Np14j8ZAc/jmzNw/X9zB1albmYnsfnO8/zzZ5LpBT3i7LSQPuanvRv5M9jTQOo6+Mic9yJSiPJnbB0kuQJIYQQFqaGpxP7Jnamx5eGwVh6f7Wbdx5pyP89VLtaXZweTcji/S1xfH/wMkV6Q82Kn4sdjzUJYEiLYKLCPbG3sTZzlEIIoT6S5AkhhBAWyNvZjuh/dmTk9wf54VACr/0Wy56L6Xz7REuLH3nzQHwGM/48xdrjSaZlbUPdGdoimKEtAgnxkH5RQghxO5b9KyCEEEI8wBxsrVnxVGva1TjLq7/FsuZIIkcTtrNqZBuaBVneJN+xSdm88cdJfjycAIAG6F7Xh6fbhDCoaaDFJ69CCHG/yNlSCCGEsGAajYbJXWvTOsSdfyzZx6mUXNp8tJ23+zRgcpfaFtFP7UpmPq//cYLFey+hVwzJXe8GvjwfUZNHGvlJk0whhLhLkuQJIYQQ1UDXOj7EvvoQQ77dz9a4VP5vbSxrjyfx3fBWqp1mIbegiA+2neW9zWdM89t1re3NuMiaPNo0QJI7IYSoIEnyhBBCiGrC18WezS9E8tH2s0z7/QTbz6ZR/73NvN2nAS91DMdGJZM36/UK3x2I51+/n+ByZj4ATQNceaVzLYa2DJK57YQQ4h7JWVQIIYSoRjQaDa90qU3P+n4M/+4AhxOymPTLcRbtucTCoS1oW8PDrPFti0th0i/HORCfCUCQmz0vdQzn+fY18Ha2N2tsQghRXUiSJ4QQQlRDjQNcOTipMx//dZYZf57iSGI2ER//xbCWQbzzSEPCvO7vCJVHE7J4/Y+T/Hw0EQBnO2uebRfKSx3Dqevrcl9jEUKI6k6SPCGEEKKasrIy1Oo90TKY51cdZu3xJL4/eIUfDycwLrIm03vUw8+1amvPTifn8Oafp/g+5jKKAtYaGNQ0kJc7hxNZ08siBoYRQghLo47G+eWk1Wp59dVXadq0Kc7OzgQFBfH0009z5cqVEtulpaUxYsQI3Nzc8PDwYPTo0eTk5JjWnz9/ns6dO+Ps7Eznzp05f/58ief369eP1atX349DEkIIIapcgJsDv45ux84JUbSr4YFWp/DpjvPUeGsjz62M4VhidqW/5p6L6Ty57AAN39/K8oOGBK97XR9WPNWa70a0IircWxI8IYSoIhaV5OXl5XHgwAFef/11Dhw4wJo1azh58iQDBgwosd2IESM4duwYGzZsYO3atWzfvp0xY8aY1k+ePJng4GBiYmIIDAxkypQppnUrV67EysqKwYMH37fjEkIIIe6HDuFe7H65Ez8/05ZG/i4UFOlZuOcSTWZvpceX0Szdd4mMa9oK7z8rv4gfj6cS9Xk0ER/vYNmBy+j0Ch3DvfhueEt+Hd2OfzQPws7Goi4/hBDC4mgURVHMHcS92Lt3L+3atePChQvUqFGD2NhYGjVqxN69e2nTpg0Af/zxB4888gjx8fEEBQXRqFEjPvzwQ3r37s26deuYMmUKx44dIyMjg7Zt27J582ZCQ0Pv+NoFBQUUFBSYHmdlZREaGkpKSgpubuafhFar1ZKSkoKPjw+2trbmDkfcQMpG3aR81EvKpvIoisL6Uyl8sO0c28+loS++GrCx0tC1thd9G/jRItiNpgGuuDmU3bsjt7CIMyl5bD+bxu8nktl+Ng1t8Y5srTQ8XNebIc0CGNgkQCYyNzP57qiXlI26qa18srKy8PHxITMz87b5hsWfcTMzM9FoNHh4eAAQHR2Nh4eHKcED6NGjB1ZWVuzevZvHHnuM5s2bs3HjRnr27Mn69etp1qwZAFOnTmX8+PHlSvAAZs2axcyZM0stT0lJKZH8mUtRURHp6ekA2NhYfFFXK1I26iblo15SNpWrlRcseyycuLQAFu5PYtuFbM5nFrLxdCobT6eatgtxs8PHyQZbKw221lYU6RUuZBSQlFu61i/I2ZoetdwY0tiHZoGuWFtpyMtKJ+9+HpgoRb476iVlo25qK5/s7PI1rzd/pPcgPz+fV199lSeeeMKUySYmJuLn51diOxsbG7y8vEhMNIzoNWfOHMaOHUtYWBjNmjVj/vz5bN++nZiYGN577z2GDBnCvn376NmzJ5988gl2dnZlvv60adOYNGmS6bGxJs/Hx0c1NXmAau48iOukbNRNyke9pGyqhq8vtK9fA4AD8Zks3X+Zg1eyOJOax9WcQuKzDH9lcbO3oZ6vEx3DPOlY041GbnpqBgVI+aiMfHfUS8pG3dRWPvb25RssS9VJ3rJlyxg7dqzp8bp16+jUqRNgeMOHDBmCoijMmzfvrvYbHBzM2rVrTY8LCgro1asXS5Ys4a233sLV1ZWTJ0/Su3dv5s+fz0svvVTmfuzt7ct8o21tbVXxIQBDgqumeMR1UjbqJuWjXlI2VSsi3IeIcB/T4wtpeey+mE5KTiEFOj0FRXoUBcK8HGkS4EYNT0dc7W2wstKg1WpJTk6W8lEp+e6ol5SNuqmpfMobg6qTvAEDBhAREWF6HBwcDFxP8C5cuMDmzZtL1JoFBARw9erVEvspKioiLS2NgICAMl/nnXfeoWfPnrRu3Zrnn3+et956C1tbWwYNGsTmzZtvmeQJIYQQ1V1NLydq3uc59YQQQtwbVSd5rq6uuLq6llhmTPBOnz7Nli1b8Pb2LrE+MjKSjIwM9u/fT+vWrQHYvHkzer2+RMJoFBsby/Lly4mJiQFAp9OZqmW1Wi06na4KjkwIIYQQQgghqoZFjWGs1Wr5xz/+wb59+1i2bBk6nY7ExEQSExMpLDT0FWjYsCG9e/fm+eefZ8+ePezcuZMJEyYwbNgwgoKCSuxPURTGjBnD3LlzcXZ2BiAqKoqvvvqK2NhYvv32W6Kiou77cQohhBBCCCFERVlUknf58mV++eUX4uPjadGiBYGBgaa/v//+27TdsmXLaNCgAd27d+eRRx6hY8eOLFiwoNT+FixYgL+/P/369TMte/PNN8nPzyciIoI6deowfvz4+3JsQgghhBBCCFEZVN1c82ZhYWGUZ1o/Ly8vli9ffsftxo4dW2JgFwA/Pz82btxY4RiFEEIIIYQQwpwsqiZPCCGEEEIIIcTtSZInhBBCCCGEENWIJHlCCCGEEEIIUY1IkieEEEIIIYQQ1YgkeUIIIYQQQghRjUiSJ4QQQgghhBDViCR5QgghhBBCCFGNSJInhBBCCCGEENWIJHlCCCGEEEIIUY1IkieEEEIIIYQQ1YgkeUIIIYQQQghRjUiSJ4QQQgghhBDViCR5QgghhBBCCFGNSJInhBBCCCGEENWIJHlCCCGEEEIIUY1IkieEEEIIIYQQ1YgkeUIIIYQQQghRjUiSJ4QQQgghhBDViMUleW+++SYNGjTA2dkZT09PevTowe7du0tsk5aWxogRI3Bzc8PDw4PRo0eTk5NjWn/+/Hk6d+6Ms7MznTt35vz58yWe369fP1avXn0/DkcIIYQQQgghKpXFJXn16tXjs88+48iRI+zYsYOwsDB69uxJcnKyaZsRI0Zw7NgxNmzYwNq1a9m+fTtjxowxrZ88eTLBwcHExMQQGBjIlClTTOtWrlyJlZUVgwcPvq/HJYQQQgghhBCVQaMoimLuIO5FVlYW7u7ubNy4ke7duxMbG0ujRo3Yu3cvbdq0AeCPP/7gkUceIT4+nqCgIBo1asSHH35I7969WbduHVOmTOHYsWNkZGTQtm1bNm/eTGho6B1fu6CggIKCAtPjzMxMatSowblz53B1da2yYy4vrVZLamoq3t7e2NramjsccQMpG3WT8lEvKRt1k/JRLykb9ZKyUTe1lU92djbh4eFkZGTg7u5+y+1s7mNMla6wsJAFCxbg7u5O8+bNAYiOjsbDw8OU4AH06NEDKysrdu/ezWOPPUbz5s3ZuHEjPXv2ZP369TRr1gyAqVOnMn78+HIleACzZs1i5syZpZaHh4dXwtEJIYQQQgghRGnZ2dnVL8lbu3Ytw4YNIy8vj8DAQDZs2ICPjw8AiYmJ+Pn5ldjexsYGLy8vEhMTAZgzZw5jx44lLCyMZs2aMX/+fLZv305MTAzvvfceQ4YMYd++ffTs2ZNPPvkEOzu7MuOYNm0akyZNMj3W6/WkpaXh7e2NRqOpoqMvv6ysLEJDQ7l06RJubm7mDkfcQMpG3aR81EvKRt2kfNRLyka9pGzUTW3loygK2dnZBAUF3XY7VSd5y5YtY+zYsabH69ato1OnTjz00EPExMSQkpLCV199xZAhQ9i9e3ep5O5WgoODWbt2relxQUEBvXr1YsmSJbz11lu4urpy8uRJevfuzfz583nppZfK3I+9vT329vYllnl4eNz9gVYxNzc3VXwoRWlSNuom5aNeUjbqJuWjXlI26iVlo25qKp/b1eAZqXrglQEDBhATE2P6MzbBdHZ2pk6dOrRv356FCxdiY2PDwoULAQgICODq1asl9lNUVERaWhoBAQFlvs4777xDz549ad26NVu3bmXw4MHY2toyaNAgtm7dWqXHKIQQQgghhBCVSdU1ea6uruUawESv15sGQImMjCQjI4P9+/fTunVrADZv3oxeryciIqLUc2NjY1m+fDkxMTEA6HQ6tFotYOhoqdPpKulohBBCCCGEEKLqqbom72a5ubn861//YteuXVy4cIH9+/fz7LPPcvnyZR5//HEAGjZsSO/evXn++efZs2cPO3fuZMKECQwbNqxU21VFURgzZgxz587F2dkZgKioKL766itiY2P59ttviYqKuu/HWVns7e2ZMWNGqSalwvykbNRNyke9pGzUTcpHvaRs1EvKRt0stXwsagqF/Px8hg8fzu7du0lJScHb25u2bdsyffp02rZta9ouLS2NCRMm8Ouvv5rmvPvkk09wcXEpsb/58+ezYcMGfvzxR9Oyq1evMnz4cPbs2UPv3r1ZvHgxTk5O9+0YhRBCCCGEEOJeWFSSJ4QQQgghhBDi9iyquaYQQgghhBBCiNuTJE8IIYQQQgghqhFJ8oQQQgghhBCiGpEkTwghhBBCCCGqEUny7rPPP/+csLAwHBwciIiIYM+ePaZ1+fn5jB8/Hm9vb1xcXBg8eDBJSUl33OeqVato0KABDg4ONG3alN9//73EekVReOONNwgMDMTR0ZEePXpw+vTpO+5369attGrVCnt7e+rUqcPixYvv6ngsze2OZezYsdSuXRtHR0d8fX0ZOHAgJ06cuO3+vvrqKzp16oSnpyeenp706NGj1PszatQoNBpNib/evXuXO+adO3diY2NDixYtSiyfNWsWbdu2xdXVFT8/Px599FFOnjxZ7v2q0Z0+a9HR0XTr1g1nZ2fc3Nzo3Lkz165du+X+tm7dWuq912g0JCYmmrbZvn07/fv3JygoCI1Gw88//3zHOA8dOsQTTzxBaGgojo6ONGzYkI8//viuX9tS3Ok9qsj5JyEhgeHDh1OvXj2srKyYOHFiqW26du1a5nvYt2/f2+774sWL9O3bFycnJ/z8/Jg6dSpFRUUltlm2bBnNmzfHycmJwMBAnn32WVJTU8v1fqjJncrmzTffpEGDBjg7O5vOUbt37y73/ivz/HP+/Pkyy3PXrl2mbY4dO8bgwYMJCwtDo9Hw0UcflTtWNbpT+ZT1fmg0GmbPnn3b/d7pt1un0/H6668THh6Oo6MjtWvX5r///S+3G4cvNTWV3r17ExQUhL29PaGhoUyYMIGsrKwyt7/VZ8MSlOfzW5HrtTVr1tCmTRs8PDxwdnamRYsWLF269Jbbjxs3rlyf86o8X6qZXE+XgyLumxUrVih2dnbKN998oxw7dkx5/vnnFQ8PDyUpKUlRFEUZN26cEhoaqmzatEnZt2+f0r59e6VDhw633efOnTsVa2tr5f3331eOHz+uTJ8+XbG1tVWOHDli2ubdd99V3N3dlZ9//lk5dOiQMmDAACU8PFy5du3aLfd79uxZxcnJSZk0aZJy/Phx5dNPP1Wsra2VP/74o9zHY0nudCzz589Xtm3bppw7d07Zv3+/0r9/fyU0NFQpKiq65T6HDx+ufP7558rBgweV2NhYZdSoUYq7u7sSHx9v2mbkyJFK7969lYSEBNNfWlpauWJOT09XatWqpfTs2VNp3rx5iXW9evVSFi1apBw9elSJiYlRHnnkEaVGjRpKTk7O3b85KnCn8vn7778VNzc3ZdasWcrRo0eVEydOKCtXrlTy8/Nvuc8tW7YogHLy5MkS779OpzNt8/vvvyv//ve/lTVr1iiA8tNPP90x1oULFyr//Oc/la1btypxcXHK0qVLFUdHR+XTTz+9q9e2FHd6jypy/jl37pzyz3/+U1myZInSokUL5eWXXy61TWpqaon37ujRo4q1tbWyaNGiW+63qKhIadKkidKjRw/l4MGDyu+//674+Pgo06ZNM22zY8cOxcrKSvn444+Vs2fPKn/99ZfSuHFj5bHHHrvbt8bs7lQ2y5YtUzZs2KDExcUpR48eVUaPHq24ubkpV69eveO+K/v8c+7cOQVQNm7cWKJcCwsLTdvs2bNHmTJlivL9998rAQEByty5c+/m7VCdO5XPje9DQkKC8s033ygajUaJi4u75T7L89v99ttvK97e3sratWuVc+fOKatWrVJcXFyUjz/++Jb7TUtLU7744gtl7969yvnz55WNGzcq9evXV5544olS297us2EJyvP5rcj12pYtW5Q1a9Yox48fV86cOaN89NFHpcrGaM2aNUrz5s2VoKCgO37Oq+p8qWZyPV0+kuTdR+3atVPGjx9veqzT6ZSgoCBl1qxZSkZGhmJra6usWrXKtD42NlYBlOjo6Fvuc8iQIUrfvn1LLIuIiFDGjh2rKIqi6PV6JSAgQJk9e7ZpfUZGhmJvb698//33t9zv//3f/ymNGzcusWzo0KFKr169ynU8luZuj+XQoUMKoJw5c6bcr1FUVKS4uroqS5YsMS0bOXKkMnDgwArFPHToUGX69OnKjBkz7vhDevXqVQVQtm3bVqHXMrc7lU9ERIQyffr0u9qnMdFKT08v1/blTfLK8uKLLyoPPfRQhV/bUtz8HlX0/HOjLl26lHnRcrO5c+cqrq6ut00kfv/9d8XKykpJTEw0LZs3b57i5uamFBQUKIqiKLNnz1Zq1apV4nmffPKJEhwcXK541ao8n9/MzExTonUnlX3+MSZ5Bw8evONrK4qi1KxZ0+KTvBuVp3wGDhyodOvW7bbblOe3u2/fvsqzzz5bYptBgwYpI0aMuKuYP/74YyUkJKTU8rv5bFiCmz+/Fb1eK0vLli1L/XbFx8crwcHBytGjR+/6c16Z50s1k+vp8pHmmvdJYWEh+/fvp0ePHqZlVlZW9OjRg+joaPbv349Wqy2xvkGDBtSoUYPo6GjTsrCwMN58803T4+jo6BLPAejVq5fpOefOnSMxMbHENu7u7kRERJTYb9euXRk1alS593un47Ekd3ssubm5LFq0iPDwcEJDQ03Lby6bm+Xl5aHVavHy8iqxfOvWrfj5+VG/fn1eeOGFUs3Cbi4bgEWLFnH27FlmzJhRrmPMzMwEKPXaluBO5XP16lV2796Nn58fHTp0wN/fny5durBjx44S+ynrfQRo0aIFgYGBPPzww+zcufOu43vzzTcJCwu77TaZmZllvvf3+tpqV9HzT0UsXLiQYcOG4ezsbFp2c9lER0fTtGlT/P39Tct69epFVlYWx44dAyAyMpJLly7x+++/oygKSUlJ/PjjjzzyyCP3FJ/aFRYWsmDBAtzd3WnevLlpeVWdf0aNGkXXrl1LbTtgwAD8/Pzo2LEjv/zyy90fSDWVlJTEb7/9xujRo0ssv9vfboAOHTqwadMmTp06BRiamO/YsYM+ffqYtrnTee3KlSusWbOGLl26lFh+t58NS3Dz57ei12s3UhSFTZs2cfLkSTp37mxartfreeqpp5g6dSqNGzcu87lVdb60FHI9XX6S5N0nKSkp6HS6EhcXAP7+/iQmJpKYmIidnR0eHh5lrjeqXbs2Pj4+pseJiYm33KdxvXHZ7fZbo0YNAgMD77jfrKwsrl27dsfjsSTlPZYvvvgCFxcXXFxcWLduHRs2bMDOzs60/uayudmrr75KUFBQiS9y7969+fbbb9m0aRPvvfce27Zto0+fPuh0OtM2N5fN6dOnee211/juu++wsbG54/Hp9XomTpxIVFQUTZo0ueP2anOn8jl79ixguCh5/vnn+eOPP2jVqhXdu3cv0Vb+5vcxMDCQL7/8ktWrV7N69WpCQ0Pp2rUrBw4cuKv4fHx8qF279i3X//3336xcuZIxY8ZU+murXUXPP3drz549HD16lOeee67E8pvL5lbntRtjjYqKYtmyZQwdOhQ7OzsCAgJwd3fn888/r3B8arZ27VpcXFxwcHBg7ty5bNiwocR5rKrOP4GBgdSoUcP02MXFhQ8++IBVq1bx22+/0bFjRx599FFJ9IotWbIEV1dXBg0aVGL53f52A7z22msMGzaMBg0aYGtrS8uWLZk4cSIjRowwPedW57UnnngCJycngoODcXNz4+uvvzatu9vPhiUo6/Nb0es1MCSMLi4u2NnZ0bdvXz799FMefvhh0/r33nsPGxsb/vnPf94ypqo6X1oKuZ4uv+rxLXyAbNq0qUr2++2331bJfquTESNG8PDDD5OQkMCcOXMYMmQIO3fuxMHBAbh92bz77rusWLGCrVu3mrYHGDZsmOn/TZs2pVmzZtSuXZutW7fSvXt3oGTZ6HQ6hg8fzsyZM6lXr1654h4/fjxHjx4tVbNVXej1esAwOM4zzzwDQMuWLdm0aRPffPMNs2bNAkp/xuvXr0/9+vVNjzt06EBcXBxz5869bWf4m02YMIEJEyaUue7o0aMMHDiQGTNm0LNnz0p/7eriXs8/CxcupGnTprRr167E8tuVza0cP36cl19+mTfeeINevXqRkJDA1KlTGTduHAsXLrynONXooYceIiYmhpSUFL766iuGDBliqhmHqjv/GL+XRj4+PkyaNMn0uG3btly5coXZs2czYMCAih5etfHNN98wYsSIEr8fULHvzg8//MCyZctYvnw5jRs3JiYmhokTJxIUFMTIkSOBW3935s6dy4wZMzh16hTTpk1j0qRJfPHFFxX6bFiCe/n9LOuawNXVlZiYGHJycti0aROTJk2iVq1adO3alf379/Pxxx9z4MABNBrNLfdbVefLB82DcD0tNXn3iY+PD9bW1qVG90lKSiIgIICAgAAKCwvJyMgoc/2tBAQE3HKfxvXGZZWxXzc3NxwdHe94PJakvMfi7u5O3bp16dy5Mz/++CMnTpzgp59+uuP+58yZw7vvvsv69etp1qzZbbetVasWPj4+nDlzpsz12dnZ7Nu3jwkTJmBjY4ONjQ3/+c9/OHToEDY2NmzevLnE9hMmTGDt2rVs2bKFkJCQO8aqRncqH+Mds0aNGpVY37BhQy5evHhXr9WuXbtbvvd36/jx43Tv3p0xY8Ywffr0+/raalHR88/dyM3NZcWKFaWasd0qnrJiuTHWWbNmERUVxdSpU2nWrBm9evXiiy++4JtvviEhIaFSYlYTZ2dn6tSpQ/v27Vm4cCE2Nja3TGbv9/knIiKi2n0nKuKvv/7i5MmT5ap5udNvN8DUqVNNtXlNmzblqaee4pVXXimVeN9q/w0aNGDAgAHMnz+fefPmkZCQcNefDUtwq89vRa/XwNAMr06dOrRo0YLJkyfzj3/8w/S+//XXX1y9epUaNWqY3sMLFy4wefLkO3YJKK+7OV+qlVxPl58kefeJnZ0drVu3LnHnQK/Xs2nTJiIjI2ndujW2trYl1p88eZKLFy8SGRl5y/1GRkaWuhuxYcMG03PCw8MJCAgosU1WVha7d+++p/3e6XgsSUWORTEMWkRBQcFt9/3+++/z3//+lz/++IM2bdrcMZb4+HhSU1Nv2RTDzc2NI0eOEBMTY/obN24c9evXJyYmhoiICFN8EyZM4KeffmLz5s2Eh4ff8bXV6k7lExYWRlBQUKkhrk+dOkXNmjXv6rViYmLuqRmM0bFjx3jooYcYOXIkb7/99n19bTWp6PnnbqxatYqCggKefPLJO24bGRnJkSNHuHr1qmnZhg0bcHNzM90kyMvLw8qq5E+jtbU1wG2HmK8u9Hr9Lc9r9/v8Ux2/ExWxcOFCWrduXaKv5K3c6bcbbv0ZN7aKKC/j9gUFBeX+bFiCO31+K3q9VpYbv29PPfUUhw8fLvEeBgUFMXXqVP788897PzDu7nypVnI9fRfuadgWcVdWrFih2NvbK4sXL1aOHz+ujBkzRvHw8DCN9DZu3DilRo0ayubNm5V9+/YpkZGRSmRkZIl9dOvWrcRQ7Dt37lRsbGyUOXPmKLGxscqMGTPKHPLVw8ND+d///qccPnxYGThwYKkhX5966inltddeMz02Dvk6depUJTY2Vvn888/LHPL1dsdjSW53LHFxcco777yj7Nu3T7lw4YKyc+dOpX///oqXl1eJ4W1vLpt3331XsbOzU3788ccSQxdnZ2criqIo2dnZypQpU5To6Gjl3LlzysaNG5VWrVopdevWLTH0/81lc7OyRjB74YUXFHd3d2Xr1q0lXjsvL6+S3rH7606ftblz5ypubm7KqlWrlNOnTyvTp09XHBwcSox+evP7OHfuXOXnn39WTp8+rRw5ckR5+eWXFSsrqxIjC2ZnZysHDx5UDh48qADKhx9+qBw8eFC5cOGCaZtPP/20xIh3R44cUXx9fZUnn3yyxHt/47D05XltS3Gn96gi5x9FUUz7bN26tTJ8+HDl4MGDyrFjx0q9fseOHZWhQ4eWGdvNZWOcQqFnz55KTEyM8scffyi+vr4lplBYtGiRYmNjo3zxxRdKXFycsmPHDqVNmzZKu3bt7ul9MofblU1OTo4ybdo0JTo6Wjl//ryyb98+5ZlnnlHs7e2Vo0ePmvZRVeef1157TXnqqadMjxcvXqwsX75ciY2NVWJjY5W3335bsbKyUr755hvTNgUFBabjCQwMVKZMmaIcPHhQOX36dCW8W/dfec4vmZmZipOTkzJv3rwy91GR3+6RI0cqwcHBpikU1qxZo/j4+Cj/93//Z9rm5u/Ob7/9pnzzzTfKkSNHlHPnzilr165VGjZsqERFRd3y+Cx1dM3yfH4rcr32zjvvKOvXr1fi4uKU48ePK3PmzFFsbGyUr7766paxlDW6ZlWdLy2JXE+XjyR599mnn36q1KhRQ7Gzs1PatWun7Nq1y7Tu2rVryosvvqh4enoqTk5OymOPPaYkJCSUeH7NmjWVGTNmlFj2ww8/KPXq1VPs7OyUxo0bK7/99luJ9Xq9Xnn99dcVf39/xd7eXunevbty8uTJEtt06dJFGTlyZIllW7ZsUVq0aKHY2dkptWrVKnM+ldsdj6W51bFcvnxZ6dOnj+Ln56fY2toqISEhyvDhw5UTJ06UeP7NZVOzZk0FKPVn3CYvL0/p2bOn4uvrq9ja2io1a9ZUnn/++VJf6rLK5kZl/ZCW9bqAxc6Joyh3/qzNmjVLCQkJUZycnJTIyEjlr7/+KrH+5vfxvffeU2rXrq04ODgoXl5eSteuXZXNmzeXeI5xqoOb/27cz4wZM5SaNWuWeFzWc27cpjyvbSnu9B5V9Pxzp/dQURTlxIkTCqCsX7++zNhuLhtFUZTz588rffr0URwdHRUfHx9l8uTJilarLbHNJ598ojRq1EhxdHRUAgMDlREjRpSY39JS3K5srl27pjz22GNKUFCQYmdnpwQGBioDBgxQ9uzZU2IfVXX+GTlypNKlSxfT48WLFysNGzZUnJycFDc3N6Vdu3YlhkBXlOvTLNz8d+N+LEl5zi/z589XHB0dlYyMjDL3UZHf7qysLOXll19WatSooTg4OCi1atVS/v3vf5umEVGU0t+dzZs3K5GRkYq7u7vi4OCg1K1bV3n11VdvOw2MpSZ55fn8VuR67d///rdSp04dxcHBQfH09FQiIyOVFStW3DaWspK8qjpfWhq5nr4zjaI8AO1PhBBCCCGEEOIBIX3yhBBCCCGEEKIakSRPCCGEEEIIIaoRSfKEEEIIIYQQohqRJE8IIYQQQgghqhFJ8oQQQgghhBCiGpEkTwghhBBCCCGqEUnyhBBCCCGEEKIakSRPCCGEEEIIIaoRSfKEEEIIlVqwYAGhoaFYWVnx0Ucfles558+fR6PREBMTU6WxCSGEUC9J8oQQQlRro0aN4tFHHy21fOvWrWg0GjIyMu57TOWRlZXFhAkTePXVV7l8+TJjxowxd0hCCCEshI25AxBCCCGqM61Wi62t7V0/7+LFi2i1Wvr27UtgYGAVRCaEEKK6kpo8IYQQotjq1atp3Lgx9vb2hIWF8cEHH5RYr9Fo+Pnnn0ss8/DwYPHixcD1ppIrV66kS5cuODg4sGzZsjJf6+LFiwwcOBAXFxfc3NwYMmQISUlJACxevJimTZsCUKtWLTQaDefPny9zP3v27KFly5Y4ODjQpk0bDh48WGK9Tqdj9OjRhIeH4+joSP369fn4449N67dv346trS2JiYklnjdx4kQ6dep02/dLCCGEOkmSJ4QQQgD79+9nyJAhDBs2jCNHjvDmm2/y+uuvmxK4u/Haa6/x8ssvExsbS69evUqt1+v1DBw4kLS0NLZt28aGDRs4e/YsQ4cOBWDo0KFs3LgRMCRxCQkJhIaGltpPTk4O/fr1o1GjRuzfv58333yTKVOmlHqtkJAQVq1axfHjx3njjTf417/+xQ8//ABA586dqVWrFkuXLjU9R6vVsmzZMp599tm7PnYhhBDmJ801hRBCVHtr167FxcWlxDKdTlfi8Ycffkj37t15/fXXAahXrx7Hjx9n9uzZjBo16q5eb+LEiQwaNOiW6zdt2sSRI0c4d+6cKXn79ttvady4MXv37qVt27Z4e3sD4OvrS0BAQJn7Wb58OXq9noULF+Lg4EDjxo2Jj4/nhRdeMG1ja2vLzJkzTY/Dw8OJjo7mhx9+YMiQIQCMHj2aRYsWMXXqVAB+/fVX8vPzTeuFEEJYFqnJE0IIUe099NBDxMTElPj7+uuvS2wTGxtLVFRUiWVRUVGcPn26VEJ4J23atLnt+tjYWEJDQ0vUzjVq1AgPDw9iY2PL/TqxsbE0a9YMBwcH07LIyMhS233++ee0bt0aX19fXFxcWLBgARcvXjStHzVqFGfOnGHXrl2AobnokCFDcHZ2LncsQggh1ENq8oQQQlR7zs7O1KlTp8Sy+Pj4u96PRqNBUZQSy7RabZmvpxYrVqxgypQpfPDBB0RGRuLq6srs2bPZvXu3aRs/Pz/69+/PokWLCA8PZ926dWzdutV8QQshhLgnkuQJIYQQQMOGDdm5c2eJZTt37qRevXpYW1sDhqaTCQkJpvWnT58mLy+vQq916dIlLl26ZKrNO378OBkZGTRq1Oiu9rN06VLy8/NNtXnG2rgbj6FDhw68+OKLpmVxcXGl9vXcc8/xxBNPEBISQu3atUvVagohhLAc0lxTCCGEACZPnsymTZv473//y6lTp1iyZAmfffZZiYFMunXrxmeffcbBgwfZt28f48aNq9D0CD169KBp06aMGDGCAwcOsGfPHp5++mm6dOlyx6aeNxo+fDgajYbnn3+e48eP8/vvvzNnzpwS29StW5d9+/bx559/curUKV5//XX27t1bal+9evXCzc2Nt956i2eeeeauj0kIIYR6SJInhBBCAK1ateKHH35gxYoVNGnShDfeeIP//Oc/JQZd+eCDDwgNDaVTp04MHz6cKVOm4OTkdNevpdFo+N///oenpyedO3emR48e1KpVi5UrV97VflxcXPj11185cuQILVu25N///jfvvfdeiW3Gjh3LoEGDGDp0KBEREaSmppao1TOysrJi1KhR6HQ6nn766bs+JiGEEOqhUW7uXCCEEEKIB9Lo0aNJTk7ml19+MXcoQggh7oH0yRNCCCEecJmZmRw5coTly5dLgieEENWAJHlCCCHEA27gwIHs2bOHcePG8fDDD5s7HCGEEPdImmsKIYQQQgghRDUiA68IIYQQQgghRDUiSZ4QQgghhBBCVCOS5AkhhBBCCCFENSJJnhBCCCGEEEJUI5LkCSGEEEIIIUQ1IkmeEEIIIYQQQlQjkuQJIYQQQgghRDUiSZ4QQgghhBBCVCOS5AkhhBBCCCFENSJJnhBCCCGEEEJUI5LkCSGEEEIIIUQ1IkmeEEIIIYQQQlQjkuQJIYQQQgghRDUiSZ4QQgghhBBCVCOS5AkhhBBCCCFENaK6JG/WrFm0bdsWV1dX/Pz8ePTRRzl58mSJbbp27YpGoynxN27cuBLbXLx4kb59++Lk5ISfnx9Tp06lqKjItP7gwYO0bNkSFxcX+vfvT1pammldUVERrVu3Zs+ePVV7sEIIIYQQQghRyVSX5G3bto3x48eza9cuNmzYgFarpWfPnuTm5pbY7vnnnychIcH09/7775vW6XQ6+vbtS2FhIX///TdLlixh8eLFvPHGG6ZtnnvuObp168aBAwfIzMzknXfeMa374IMPiIqKol27dlV/wEIIIYQQQghRiTSKoijmDuJ2kpOT8fPzY9u2bXTu3Bkw1OS1aNGCjz76qMznrFu3jn79+nHlyhX8/f0B+PLLL3n11VdJTk7Gzs4OJycnDhw4QIMGDZg3bx5r167lt99+4+zZs/Tu3Zv9+/fj6up629gKCgooKCgwPdbr9aSlpeHt7Y1Go6mcN0AIIYQQQgghAEVRyM7OJigoCCurW9fX2dzHmCokMzMTAC8vrxLLly1bxnfffUdAQAD9+/fn9ddfx8nJCYDo6GiaNm1qSvAAevXqxQsvvMCxY8do2bIlzZs3Z8OGDdSpU4dNmzbRrFkzAMaNG8f7779/xwQPDE1LZ86cWVmHKoQQQgghhBB3dOnSJUJCQm65XtVJnl6vZ+LEiURFRdGkSRPT8uHDh1OzZk2CgoI4fPgwr776KidPnmTNmjUAJCYmlkjwANPjxMREAL7++mtefPFF5syZQ1RUFNOmTWPp0qU4OTnRtm1bevXqRVxcHMOGDeOtt94qM75p06YxadIk0+PMzExq1KjBuXPnypUkiruj1WpJTU3F29sbW1tbc4cjbiLlo15SNuom5aNuUj7qJWWjblI+VSM7O5vw8PA75hqqTvLGjx/P0aNH2bFjR4nlY8aMMf2/adOmBAYG0r17d+Li4qhdu3a59t24cWO2bdtmepyamsqMGTPYvn07L730Eh06dGDNmjW0bduWiIgI+vfvX2of9vb22Nvbl1ru5eWFm5tbeQ9TlJNWq0Wv18vJQqWkfNRLykbdpHzUTcpHvaRs1E3Kp2oY38s7dQ1T3cArRhMmTGDt2rVs2bLltlWRABEREQCcOXMGgICAAJKSkkpsY3wcEBBQ5j4mTZrExIkTCQkJYevWrTz++OM4OzvTt29ftm7deo9HI4QQQgghhBD3h+qSPEVRmDBhAj/99BObN28mPDz8js+JiYkBIDAwEIDIyEiOHDnC1atXTdts2LABNzc3GjVqVOr5mzZtIjY2lgkTJgCG0Tm1Wi1guAuh0+nu9bCEEEIIIYQQ4r5QXZI3fvx4vvvuO5YvX46rqyuJiYkkJiZy7do1AOLi4vjvf//L/v37OX/+PL/88gtPP/00nTt3Ng2e0rNnTxo1asRTTz3FoUOH+PPPP5k+fTrjx48v1bwyPz+fCRMmsGDBAtMINVFRUXz++eccOnSI1atXExUVdX/fBCGEEEIIIYSoINUlefPmzSMzM5OuXbsSGBho+lu5ciUAdnZ2bNy4kZ49e9KgQQMmT57M4MGD+fXXX037sLa2Zu3atVhbWxMZGcmTTz7J008/zX/+859Srzdz5kz69u1LixYtTMs++eQTYmJi6Ny5M/3792fw4MFVftxCCCGEEEIIURlUN/DKnabtCw0NLTFgyq3UrFmT33///Y7bzZo1q9SyOnXqsGfPnjs+VwghhBBCCCHURnU1eUIIIYQQQgghKk6SPCGEEEIIIYSoRiTJE0IIIYQQQohqpMJJXlxcHNOnT+eJJ54wTVWwbt06jh07VmnBCSGEEEIIIYS4OxVK8rZt20bTpk3ZvXs3a9asIScnB4BDhw4xY8aMSg1QCCGEEEIIIUT5VSjJe+2113jrrbfYsGEDdnZ2puXdunVj165dlRacEEIIIYQQQoi7U6Ek78iRIzz22GOllvv5+ZGSknLPQQkhhBBCCCGEqJgKJXkeHh4kJCSUWn7w4EGCg4PvOSghhBBCCCGEEBVToSRv2LBhvPrqqyQmJqLRaNDr9ezcuZMpU6bw9NNPV3aMQgghhBBCCCHKqUJJ3jvvvEODBg0IDQ0lJyeHRo0a0blzZzp06MD06dMrO0YhhBBCCCGEEOVkU5En2dnZ8dVXX/H6669z9OhRcnJyaNmyJXXr1q3s+IQQQgghhBBC3IUKJXk7duygY8eO1KhRgxo1alR2TEIIIYQQQgghKqhCzTW7detGeHg4//rXvzh+/HhlxySEEEIIIYQQooIqlORduXKFyZMns23bNpo0aUKLFi2YPXs28fHxlR2fEEIIIYQQQoi7UKEkz8fHhwkTJrBz507i4uJ4/PHHWbJkCWFhYXTr1q2yYxRCCCGEEEIIUU4VSvJuFB4ezmuvvca7775L06ZN2bZtW2XEJYQQQgghhBCiAu4pydu5cycvvvgigYGBDB8+nCZNmvDbb79VVmxCCCGEEEIIIe5ShUbXnDZtGitWrODKlSs8/PDDfPzxxwwcOBAnJ6fKjk8IIYQQQgghxF2oUE3e9u3bmTp1KpcvX2bt2rU88cQTlZbgzZo1i7Zt2+Lq6oqfnx+PPvooJ0+eLLFNfn4+48ePx9vbGxcXFwYPHkxSUlKJbS5evEjfvn1xcnLCz8+PqVOnUlRUZFp/8OBBWrZsiYuLC/379yctLc20rqioiNatW7Nnz55KOSYhhBBCCCGEuF8qlOQZm2n6+PhUdjxs27aN8ePHs2vXLjZs2IBWq6Vnz57k5uaatnnllVf49ddfWbVqFdu2bePKlSsMGjTItF6n09G3b18KCwv5+++/WbJkCYsXL+aNN94wbfPcc8/RrVs3Dhw4QGZmJu+8845p3QcffEBUVBTt2rWr9OMTQgghhBBCiKqkURRFKc+Gv/zyC3369MHW1pZffvnlttsOGDCgUoIDSE5Oxs/Pj23bttG5c2cyMzPx9fVl+fLl/OMf/wDgxIkTNGzYkOjoaNq3b8+6devo168fV65cwd/fH4Avv/ySV199leTkZOzs7HBycuLAgQM0aNCAefPmsXbtWn777TfOnj1L79692b9/P66urreNraCggIKCAtPjrKwsQkNDSUlJwc3NrdLeA2Gg1WpJSUnBx8cHW1tbc4cjbiLlo15SNuom5aNuUj7qJWWjblI+VSMrKwsfHx8yMzNvm2+Uu0/eo48+SmJioqkJ5a1oNBp0Ot1dBXs7mZmZAHh5eQGwf/9+tFotPXr0MG3ToEEDatSoYUryoqOjadq0qSnBA+jVqxcvvPACx44do2XLljRv3pwNGzZQp04dNm3aRLNmzQAYN24c77///h0TPDA0LZ05c2ap5SkpKSWSP1E5ioqKSE9PB8DGpkLdSUUVkvJRLykbdZPyUTcpH/WSslE3KZ+qkZ2dXa7tyv2O6/X6Mv9flfR6PRMnTiQqKoomTZoAkJiYiJ2dHR4eHiW29ff3JzEx0bTNjQmecb1xHcDXX3/Niy++yJw5c4iKimLatGksXboUJycn2rZtS69evYiLi2PYsGG89dZbZcY3bdo0Jk2aZHpsrMnz8fGRmrwqoNVqAeSOkEpJ+aiXlI26Sfmom5SPeknZqJuUT9Wwt7cv13YVSqu//fZbhg4dWupFCgsLWbFiBU8//XRFdlvK+PHjOXr0KDt27KiU/d2ocePGJeb0S01NZcaMGWzfvp2XXnqJDh06sGbNGtq2bUtERAT9+/cvtQ97e/sy32hbW1v5MFcRGxsbeX9VTMpHvaRs1E3KR92kfNRLykbdpHwqX3nfywoNvPLMM8+YmlHeKDs7m2eeeaYiuyxlwoQJrF27li1bthASEmJaHhAQQGFhIRkZGSW2T0pKIiAgwLTNzaNtGh8bt7nZpEmTmDhxIiEhIWzdupXHH38cZ2dn+vbty9atWyvlmIQQ4kGk1yusP3mVtLxCc4cihBBCPBAqlOQpioJGoym1PD4+Hnd393sKSFEUJkyYwE8//cTmzZsJDw8vsb5169bY2tqyadMm07KTJ09y8eJFIiMjAYiMjOTIkSNcvXrVtM2GDRtwc3OjUaNGpV5z06ZNxMbGMmHCBMAwOqexilmr1VZqH0MhhHjQ/H7iKr0W7Gb0ykPmDkUIIYR4INxVc82WLVui0WjQaDR07969RCdKnU7HuXPn6N279z0FNH78eJYvX87//vc/XF1dTX3o3N3dcXR0xN3dndGjRzNp0iS8vLxwc3PjpZdeIjIykvbt2wPQs2dPGjVqxFNPPcX7779PYmIi06dPZ/z48aWaV+bn5zNhwgS+//57rKwMOW9UVBSff/4548ePZ/Xq1Xz44Yf3dExCCPEgO3wlC4BTyTlmjkQIIYR4MNxVkmccVTMmJoZevXrh4uJiWmdnZ0dYWBiDBw++p4DmzZsHQNeuXUssX7RoEaNGjQJg7ty5WFlZMXjwYAoKCujVqxdffPGFaVtra2vWrl3LCy+8QGRkJM7OzowcOZL//Oc/pV5v5syZ9O3blxYtWpiWffLJJwwfPpzOnTszYsSIez4mIYR4kF3MuAZAWp72li1BhBBCCFF57irJmzFjBgBhYWEMHToUBweHSg+oPNP2OTg48Pnnn/P555/fcpuaNWvy+++/33Ffs2bNKrWsTp067Nmz547PFUIIcWcX041JXiH5Wh2OdjKUthBCCFGVKtQnb+TIkVWS4AkhhKh+jDV5hTqFqzky+IoQQghR1SqU5Ol0OubMmUO7du0ICAjAy8urxJ8QQggBhtYZF9LyTI8vFSd8QgghhKg6FUryZs6cyYcffsjQoUPJzMxk0qRJDBo0CCsrK958881KDlEIIYSlyrimJafw+gjFV7LyzRiNEEII8WCoUJK3bNkyvvrqKyZPnoyNjQ1PPPEEX3/9NW+88Qa7du2q7BiFEEJYqIs31dxdyZQkTwghhKhqFUryEhMTadq0KQAuLi6midH79evHb7/9VnnRCSGEsGjGQVeMkqRPnhBCCFHlKpTkhYSEkJCQAEDt2rVZv349AHv37i01D50QQogH14Wbkry0PEnyhBBCjQqKdHz61znOpOSaOxRRCSqU5D322GNs2rQJgJdeeonXX3+dunXr8vTTT/Pss89WaoBCCCEs1801eel5WjNFIoQQ4nZ+PJTAP38+yrgfD5s7FFEJKjRZ0bvvvmv6/9ChQ6lZsyZ///03devWpX///pUWnBBCCMtm7JMX7O7A5cx8UqUmTwghVOl4UjYAl9JlFOTqoFJmpG3fvj3t27evjF0JIYSoRozNNRv5u3A5M5/0a1KTJ4QQanQ21TDdzdXcAvR6BSsrjZkjEveiQs01Z82axTfffFNq+TfffMN77713z0EJIYSoHi6mGy4aWgS5A5AqzTWFEEKV4oqTvIxrRaRfk1YXlq5CSd78+fNp0KBBqeWNGzfmyy+/vOeghBBCWL7CIj0J2QUAtA01JHnpeVqKdHpzhiWEEKIMcanXB1w5lyZNNi1dhadQCAwMLLXc19fXNOqmEEKIB9vlzHwUBeytrWgZYkjysguKyJAmm0IIoSoZ17Sk3dDS4oIkeRavQkleaGgoO3fuLLV8586dBAUF3XNQQgghLN+F4qaa/m72hLo7YlPcvyM+QyZEF0IINTmbWnLaBOP5W1iuCg288vzzzzNx4kS0Wi3dunUDYNOmTfzf//0fkydPrtQAhRBCWCbjyJoBrvbY21rj62JHQlYB8ZnXaFFcsyeEEML8jIOuGCVkyc04S1ehJG/q1Kmkpqby4osvUlho6Jjp4ODAq6++yrRp0yo1QCGEEJbJOKFugKu96d+ErAIuZ8rFgxBCqEncTUlecq4MvGLpKpTkaTQa3nvvPV5//XViY2NxdHSkbt262NvbV3Z8QgghLFBhkZ5Fey4B0CzQDQA/F8NvRGLxYCxCCCHUwTjoipOtNXlaHVdzJMmzdPc0T56Liwtt27atrFiEEEJUE8sOxBOfmY+3ky1PtwkBrid5V3MKGLx4Lxpg5dNtsJa5mIQQwqyMzTWbBrqy+2IGKblyM87SlTvJGzRoEIsXL8bNzY1Bgwbddts1a9bcc2BCCCGui03K5lLGNXrW9zN3KHek0yu8t/kMACNahVDX1wUA/+Jmm6sPJ5BUfJd4fvR5XowKN0+gQgghgOs1ea1DPNh9MYNkqcmzeOUeXdPd3R2NRmP6/+3+7sX27dvp378/QUFBaDQafv755xLrR40ahUajKfHXu3fvEtukpaUxYsQI3Nzc8PDwYPTo0eTk5JjWnz9/ns6dO+Ps7Eznzp05f/58ief369eP1atX39NxCCFEZXp00V56LdhNbFK2uUO5o5+OJHAyORdXextGR4Salvu52AGYEjyAdzefkXnzhBDCjLQ6PRfTDQNldarlBRj65Gnl3GzRyl2Tt2jRojL/X9lyc3Np3rw5zz777C1rDHv37l0ihpv7Ao4YMYKEhAQ2bNiAVqvlmWeeYcyYMSxfvhyAyZMnExwczMKFC5k+fTpTpkzhxx9/BGDlypVYWVkxePDgKjpCIYS4Ozq9YhrEZOe5NBr6u5o5otv7/uBlAP7RLJCmxf3x4HpNHoCvsx1avZ5LGfl8uuMcr3Spfd/jFEIIARfSr6FXwN7GisgwTwByC3UkZRcQ4uFo5uhERd1Tn7yq0KdPH/r06XPbbezt7QkICChzXWxsLH/88Qd79+6lTZs2AHz66ac88sgjzJkzh6CgIGJjY/nwww+pW7cuo0aNYsqUKQBkZGQwffp0Nm/eXK5YCwoKKCi43mY5KysLAK1Wi1Yrk/1WNq1WS1FRkby3KiXlU3USsvLRK4b/n0vNuev3+H6XjXHo7fo+jhQVFZmWezlYm/7/bNtgPBxtmbbuFLO3nGFMuxDsbCo0davFk++Oukn5qJeUTeU4mZQJQLCbPb6O1rjYWZNTqCPuahb+zhVPFaR8qkZ5389yl1zLli1NzTXv5MCBA+XdbYVs3boVPz8/PD096datG2+99Rbe3t4AREdH4+HhYUrwAHr06IGVlRW7d+/mscceo3nz5mzcuJGePXuyfv16mjVrBhimhhg/fjyhoaFlvu7NZs2axcyZM0stT0lJKZH8icpRVFREeno6ADY2qrs/8cCT8qk6sUnXh7a+lJxBcnLyXT3/fpfN1SxDsx8nfX6JWP1tCrGxgiBXOx6v64yHoy3vbrYmIbuQH/ee4eE6nlUemxrJd0fdpHzUS8qmchy+YDhP+ztakZGWir+zDTmFOo5dSqKui67C+5XyqRrZ2eXrtlHud/zRRx+taCyVqnfv3gwaNIjw8HDi4uL417/+RZ8+fYiOjsba2prExET8/EoOTGBjY4OXlxeJiYkAzJkzh7FjxxIWFkazZs2YP38+27dvJyYmhvfee48hQ4awb98+evbsySeffIKdnV2ZsUybNo1JkyaZHmdlZREaGoqPjw9ubm5lPkdUnPHOhY+PD7a2tmaORtxMyqfq5KdeNf0/U2eNr6/vXT3/fpdNRoGhH0fNAO8Ssfr6woGJ7miLdDQNMvTfjqjpyfpTKZzOgeF3eVzVhXx31E3KR72kbCpHQn4KADV9XPH19SXU05m49ALSdHZ3/XtzIymfqlHeKevKneTNmDGjwsFUpmHDhpn+37RpU5o1a0bt2rXZunUr3bt3L9c+goODWbt2relxQUEBvXr1YsmSJbz11lu4urpy8uRJevfuzfz583nppZfK3I+9vX2Zb7Stra18mKuIjY2NvL8qJuVTNZJzrzd5TMktqtD7e7/KRqdXSL9m+GEP9nQp9XpNg0vW1jX0d2X9qRTOpRU80J8b+e6om5SPeknZ3Lu98YbuRo0D3bG1tSW4uB9ecgV/b24k5VP5yvte3lMHiH379rF06VKWLl3K/v3772VXFVarVi18fHw4c8YwXHdAQABXr14tsU1RURFpaWm37Mf3zjvv0LNnT1q3bs3WrVsZPHgwtra2DBo0iK1bt1b1IQghxG0l3DB5eFKOupuCZ1zTmvoPBrrd+W5jQ3/D9Arn0/LusKUQQojKVlCk40C8oU9eu1APAILdHQBIlrnyLFqFGsjGx8fzxBNPsHPnTjw8PADDoCUdOnRgxYoVhISEVGaMd4wlNTWVwMBAACIjI8nIyGD//v20bt0agM2bN6PX64mIiCj1/NjYWJYvX05MTAwAOp3OVL2s1WrR6SreFlkIUTUupucxdOkBpnStxeBmQeYOp8oZBzIBuJpTiE6vqHYC8ZRcw/QIznbWuNrf+W5jQz/DSKHnJMkTQoj77uDlLAp1ejwcbWgTamhGH+RWnOTJXHkWrUI1ec899xxarZbY2FjS0tJIS0sjNjYWvV7Pc889d08B5eTkEBMTY0q6zp07R0xMDBcvXiQnJ4epU6eya9cuzp8/z6ZNmxg4cCB16tShV69eADRs2JDevXvz/PPPs2fPHnbu3MmECRMYNmwYQUElLwYVRWHMmDHMnTsXZ2dnAKKiovjqq6+IjY3l22+/JSoq6p6ORwhR+VYcvMKuC+m89lusuUO5LxKyrt9NzS4o4mpO/m22Nq/U4iTPw9EWB9s7/8QYa/ISsgtIVvFxVSevrY3lqeUHZH5CIQS7LhgGRmka4Iank2EMiiBTTZ4keZasQknetm3bmDdvHvXr1zctq1+/Pp9++inbt2+/p4D27dtHy5YtadmyJQCTJk2iZcuWvPHGG1hbW3P48GEGDBhAvXr1GD16NK1bt+avv/4q0Tdu2bJlNGjQgO7du/PII4/QsWNHFixYUOq1FixYgL+/P/369TMte/PNN8nPzyciIoI6deowfvz4ezoeIUTlO5NqmDPuTEoep6/mmDmaqndjTR5AXKp6a72MNXkeDrbYWt/5J8bXxR4vJ0ONn7HJkKg62flFvLflDN/tv8wPh66YOxwhhJmZkrxAV9Mo+sHFNXlXs6W5piWrUHPN0NDQMudo0Ol0pWrL7lbXrl1RFOWW6//888877sPLy8s08fntjB07lrFjx5ZY5ufnx8aNG+8cqBDCbIwTgwP8cOgK/364nhmjqXoJN/3QnkvNo2O4t5miub3UPEOS5+5Y/p+XRv6u7DiXxqEr2fRq4F9VoQngZPL1myJL9sYzvNX9615RFXR6hfe3nKGGhyMjWlv2sQhhDteTvOujwtfydgIMfcAzrhXi4Vj2KPNC3SpUkzd79mxeeukl9u3bZ1q2b98+Xn75ZebMmVNpwQmhZrsvpFPr7U2silH/3XCdXmHmnyfZfDrF3KFUihuTvG1xqWaMpOopikJicXPNMC/DiGcXM66ZM6TbSrmhuWZ5GZtsnkqu/rWy5habdH1+pW1xqaTnWXZzrKm/Hudfv59g1IoYMiz8WIS43xKy8rmQfg0N0LmWl2m5v6s9znbW6BU4mlC+OdmE+lQoyRs1ahQxMTFERESYphGIiIjgwIEDPPvss3h5eZn+hLBEer3C6+tOMO/v87fc5n/HEjmXlsdXuy/cv8Aq6Jdjiby5/hTPrIgxdyj37JpWx6WM680Xd1/MoFBbeoCkn48kMOTbfWReK93qwJKk5WkpLO471aJ4brmETPU2oUnNNbzf7g7lr8lr6GdI8mTwlap34obmzQU6PV/vvmjGaO7N5zvOMXf7WQCK9Aq/HE8yc0RCWBZjLV5tHydqeTublms0GmoXPz6WJEmepapQc82PPvqoksMQQl22n03lrY2nsdLAsBZBps7IN4ovTjTS8tSfRGw5Y6jtupRxjdTcQrydLbfpxbni/mjOdtbYWGnIzC/iz1PJ9G9ccoqUtzaeZn98JpE1PXmlS21zhFopjP3x3B1sqONj+NG9quJpFCpSk9fAzziNgnprKKuL2OIkz9/VnqTsAn48lMDUh+qYOaq7dyIpm3/+fBQAbydbUvO0bDqVwtNtQs0cmRCW48ZBVxxsrUusq+frzOGELE5dzS3rqcICVCjJGzlyZGXHIaqBa1odBUX6u7q4U6tlBy4DoFcMCd/AJoGltrmcabj4TrWA0ae2xhmaaSrAnovp9Glouf2ejE01a3g40jjAlR8PJ/DrsaRSSZ5xcJJTyZb9A2UcWdPb2Y5wL0M/iasqHtba1CfP4W6aaxqmUbiYcY28giKc7Cv003Tf7LuUwYurj9C7gS9Tu9bB9S5qLc0tNsmQ5I1uF8o7m86w91IGZ1NzS9zFtwQ7zqWhV6B5kBvjImvywuoj7IvPMHdYQlgU4w3gZjf0xzMy3lS8lCk33yxVuZtrZmVllfj/7f7Eg0dRFDp8soO6szZzNduyh0EvKNLx4+EE0+PdFzPK3C6++MSXlqdV9VDkqbmFHLmhTf3By2WPYBiXkssbf5xQfdJqHFkzxMOBPg38AIguvhtplJ5XSEZxM80rWZb9eUwo/j75ONsR6lE84plF1OSVP/Gp4eGIk601RXqFQ1fU/xvyxh8n2Xspg/9uOE2tdzbx11nL6Beq1elNN0l61/ejfU1PFGDpvnjzBlYBxmanjfxc6NfI37TM0n9/hLhfErLy2XspA4Du9XxKrTcleemS5Fmqcid5np6eXL16FQAPDw88PT1L/RmXiwfP1ZxCYq5kkZJbyJytZ80dzj1ZF3vVlCAAHE8s3R5dURRTTV5WQVGJ7dVm+00XoCdv0fTirY2n+e+G08zZGnc/wqow40VqqIcjvRr4AnAsMZtL6df7c93Yt+tKpmVc9On1ZY8qbKzJ83G2I8TdMPDK1ZyCW25vbsYkz9fZ/g5bXmdlpaGer+GC4uAVdU+jkJiVz58nDb+FwW4OpOQWMmHNETNHVT5xKbkU6RUcba1o6O9C34aGmySWOHiRsdlpTS8nQjwcqeXthF6BX49fNXNkQliG32MN35VG/i60CfUotb6Oj6HlyCUL+Q0VpZU7ydu8ebNpIJUtW7awefPmUn/G5eLBc+OIbSsPXbntNBhqt/ygoalmDQ/DBfXJMpr7ZeYXkVt4fbCPGwcCUZutxRdwznaG9vZnbzG4xfHiMlT74BemJM/dkWB3Rxr7u6AAq49cr3298RhunEhcrVYfvoLja78T+OZ6es6PZscNibmxT56Pkx0hxTV5aXla1Q4oY6wJ9nO5u36ftYvvGqv987fswGX0CjQLdOV/z7YBDPM1aovUW5tvZKz9CvN0wtPJjl71DUnenksZFJQxeJGaGY+lVnET5h51DTUR1WUEYSGq2q/HEgHoFO6F40398QDq+hj6Sidk5ZOl0t8bcXvlTvK6dOmCjY2h+U14eDidO3emS5cuJf46d+5MeHh4lQUr1Ot40vUR2y6mX2OthY5ylpWv5ddjhtjHR4UBhqQit6CoxHaXb7qzdUnFQ9ob79Ib79rHpZROWhVFMfVdS1N7c80UQxIQVnxxZ+xfuPn09cTo7A2ThSfmFJBboO4fqEV7LlGo05OYXcCGUymMWXXYtO7GmjwfZzvsrDUo3DpZNye9XjH1yfN3LX9NHkCwuyGBTVZxf0OAb4ubNj7S0J9mQe7YWWvI0+o4kqj+ZqbG2q8wL0esrTS0CnHHy8mW3EIdf5y0nBqwfK3OdDOgeZChL9FDdQxJnvTLE+LO8rU6Npwy3BDpUrt0U02AQDd7HG2tDNMolNGiSahfhaZQCA8PJzk5udTytLQ0SfIeUMaaPGuN4fHtph5Qs90XMsgv0hPs5sDz7Wvg7mBDkV4p1efr8k0dkW9+rBZpeYUcTjBcfI5qVwMwTKyddFM/tZTc633YUlU8WmhhkZ4Lxc0yGwcY7jL2rm9oshl9IR293lCbcmNtkE6vqHrwFZ1eYce5NACmdauDlcZwMX6i+Dt1Y588jUZDcHGTzbhU9R1TZr4WYyvSQFeHu3pusFtxkqfimwwxlzM5nJCFrbWGx5sFYmttRQM/w6Axe27Rd1dNTDV5xTdIrK009Kxn+P4Yb25ZgtMpuSgKuNhZm5qUda3tbViXnEuCNC8T4rY2n0khT6vDz8WOnvXLTvJkGgXLV6EkT1EUNBpNqeU5OTk4ONzdD7uoHow1eYOaGUah3HQ6havZ6m8md7OMfEOC4+9qh6eTHa2CDfOSRZ9PK7Fd/E3NMxNUeqx/nU1DUSDcy5HO4V6mJnR7ijtbG92YBKWpeELh8+l56BVwtLWilrfh4q5jLS8cba1IyS3kr7OGcrqxJg/KbnKrFoevZJGZX4SznTXjo8KICjc0i1+89xJwvSYvwM1QM1bT05Dk3XzjQQ2M/fGc7axxu4uBVwCCTDV56vwuAXy331CL17mWN82Ka5CaBRmSPOPNFDUzjqwZ5ulkWmZssqnGz9Ot3JisejgazmkBbg7U8HBEAXbedL4WQpRkbG3VMdwL79v0nzb2lT51w/yalkhRFLacSVH9wHKV7a6SvEmTJjFp0iQ0Gg2vv/666fGkSZN4+eWXGTp0KC1atKiiUIWaGftzPdokgMb+LhTqFJbut7wR27LyDc0yne0MF6gtQwxJ3s1NFS6XUROmRqeLk5sGfi4429vQJMBwQRpzOavM7cBQk6fW0UJv7I9nHKLf3sba1FTrp6OGPgbGmjwHG6sSz1Mj48A4zQPdCHRz4B/FN0rWnzK0ljD2yTP2EX2qdQgA3+y+RFquuhIiYy2wu4MNDjal+3jcjrG5ppqnh/j7vCEReqi2NzbWhs9W0wBDsqfmzxgYLnJMI1L6u5iW9yyuCY9NyiFexc3Ob3S9b6EjVlbXbzg3LD6uIxaQcAthTsapEzoW31S8levTKFh27fjsLXF0mxfN6JWHzB3KfXVXSd7Bgwc5ePAgiqJw5MgR0+ODBw9y4sQJmjdvzuLFi6soVKFW6XmFJBbXZLUKdqdX8bD2f1vg3dSs4po84yAlxpq8EzeNSGm8GDJeX6h1QvS0a8XD2RcnRI2LL0hPJZe8K3cq5frjbBWPFmq8kA7xcDBdZAOmqRR2nktDp1dMk2obRwy7qOIhoLcVJ3mtQtyxstLwWPGcjDGXs1iy96JpgJ+aXoYkb2TbUOr7OpNVUMSrv50wT9C3cONE6HY2d9dQJKi4uWZKbqEqbzIoimJqstQk0NW0vGnx/+NS1NdH8kYJWQVkFxRhrYHmQe6m5UHuDjQqHrxozQ1Tx6jZiaSSzU6NGvgZkryba/KFECUZW0zU93W57XbVYRqF44nZvP7HSaD0tU91d1e/wlu2bGHLli2MHDmSdevWmR5v2bKFP//8k/nz51O3bt2qilWolLEJkL+LHSEejnSuZegbcav52NTsek2eIclrWZzknU7JofCG0fOMA68YJ6dWaxMAY1xuxZM1G/ux3XwRdHOftYsqHS3UWENn7Jdm1Ls4yYu5kkXMlUwKdXqsrTSmu5RqnStPURS2x11P8gBCPR1pHeKOAoxaYbjr2KeBn+mYra00fDCgMQDf7rvEORVd0Bo/bx53MRG6kTHJyy3UkaTCJpuXM/PJyjckSS1uSJKaFk8ifCE9j6x8dZ4HABKL+3Z6Odnhc9PIpz3qXe/XaglOJN8+yTtvwRekQlQ1RVHIKL7W8XG+/bna0idEL9LpGbniIIXFNw7VegO7qlSoT96iRYtwc3Or7FiEhTKO2Bbu5YSLvY3pwvpc2jUupKm7CdPNsotH0XQqbq5Z388FZztrrmn1/B57fWACY5JnbB6k1n5sxhpGd0fDibxJcU1eXGpuiWkubr67pdZmW6m5huPxcir5w1THx5nG/q4U6RXe2nAagEBXe9NFX4JKk7zYpBxS87TY21jRre71zu/GJpsAbUPd+fSxJiWGuH6koR9RYZ4U6hRmbTp9X2O+HWNNnvtd9scDcHWwwdW+eJoPFSWuRseKm2yHejia+keCoZmpu4MNOgX2XFTvjS3jd8fd0cbUjNkoooYHYBkj6On1iqkmr5G/a4l1piRPhSPPCqEWOQU6dMUjZPm63H4cjbrFSd6VzHxy8i0vQXp/Sxz7LmViWzwqYPo1LQVFljVdzL0od5I3aNCgcv+JB4uxP56xVsvb2Y7GxcnP77GlR2FVs6yCkjV51lYaRrQKBuCj7edM28UXJ3nGZk9qHZHSOJy9m73hortpoCv2NlYk5RSyurhpll6vmPrkuRfX+Km15suYTBtrJm/0ZGtDORnn/gl2d6B+8UXfFZXOlWdsqtks0NU00TnAEy2DcbS1orG/K/Mfb26aQ85Io9Ewsm0ooK4a85R7qMmD64OvXFDhRbqxqWYtbyfsb+hvqNFoaFZcm7fvpgGN1MSUgDvYlho4LaKGJwAnk3PIUfl0I/GZ18jT6rC20piayho1MH3f81VdqyqEOaUXd+OwsdLgcYcbcoFuDthYadApcEaFN99u50hCFm+uNzTTfKVzLQDyi/Sk5ar7HFeZyp3kubu7l/tPPFiMzTXDva83nelcPJz1X+dSy3yOWhmba7rYXb+IM54ctp9N5XhiFvlanemCqU1xE7tUlfYjMtbkeRU3yXBzsOWFDmEAzPjzJIqiEJ95jfwiPTZWGlMfRPUmeYbjMSatNxrW0pDk6YorKIPcHAgrHonyak5BqbkO1WBH8WigrYLdsb5hAImaXk4kvdmT7eM7mJoM3yyypuHC/FhStmomsjbeVDDWHN8tY6J7QYXNhY01ecYhxW9kbLIZm5TDyas5qmpCa2QsG48yyqaWtxNeTrZodYpphFq1Mg66EurugO9NzU79Xe1xc7BBr0DMZfXXSgphDhnXDL+Fbg422N+h77S1lYaA4jlPz6nw5tutaHV6Rn5/EK1OoXMtL17rVsdUm6fW65uqUO42NYsWLarKOIQFM9bk3Xjx07mWN/P+vsDBy5Y1ypkxyXO6Iclr4O9Knwa+rDuRzH82nOadRxoAYG9tZZqIN6dQR1peIX53OTdYVTP2kfJ1un4xNK1bHeZHn+d4Ug5L98eb+kKFuDsQWpwUqbWPYXpxe3pvZ7tS68K8nIis6WnqVxTs7oC/qz0ONlbkF+k5cTWH1sUDsahFfHE/h5qeTqXWud6hNqyhvysu9tbkFOjYeS6NbsX9qszpek3e3TfXhOv98hJV+CNsTPLCvUqXlbFGaWXMFb7dH4+LvTXJM3viYFux96EqpJpq8krHpNFoiKjhwboTyWw/m0qfhv73O7xyM7Y6qOlZskYVDMfRwM+FPRczOHQl03SzUQhxnbFfmou9TanvUFlCPRyJz8znQpo6u3GU5cNtZzl4OQt3Bxve7FUfTyc7vJ3sSMwuUOXvS1WpUJ88IYxyC4q4UNzJvdUNNQ6dahn65Z1KziE5x3K+UNkFJadQMJrStQ4A/zuaaJp+wNfFjiA3B+yK7w6pcbASY83Xje3u/VztTbWTM/88xYF4Q3O/Gp6Opots1Y4WWlwb4VtGkgfwZPH0AmBIWjUajWleuZMqnOfHmLR6ON19MmBtpTE1s9sSp44ac1MiUcGaPOM0CmqbEF1RFNNcoMbBi25kvNlTUFybn1Og42iiuj5vNzbXLIvxs3ToirprwDKLb8TdqpmZsclmrAq/70KogfF3x9XOpkQLklsxnpfjLWTwFZ1e4bMdhu41L3cKp2vxzR7jPMFqnde4KlQoyQsPD6dWrVq3/LsX27dvp3///gQFBaHRaPj5559LrFcUhTfeeIPAwEAcHR3p0aMHp0+XHHggLS2NESNG4ObmhoeHB6NHjyYn5/oJ//z583Tu3BlnZ2c6d+7M+fPnSzy/X79+rF69+p6O40FxsXiADhc76xLNNYPdHQn3ckKvwG/Hr5orvLtmrMm7+W73Q3W8aRrgSn6RnjGrDCMe+rnYY29rjX9xUwa1DVaSr9WRV9yML8CtZFI09aE6uDvYcDYtj9d+iwUMk2wbjyVVhQPJKIpyQ9JadpL3ePNArIv7G4UX1ywbP5dnUtU3CFB68fH4OJV9PHfSIcxwYa6WfnnGRMK7gsdjvMmgtgnR4zPyDdMPWGloUUbz2fY1PXm9R11e6FDTNCjQFZXNK2XsN1xWc02AiBua/6qZ8ZzmYFt2DcT1wVfUdT4WQi2MNXll9W0vS4iH+ucwvdHWMynEZ+bjam/D021CTX2QfYonfb+qst+XqlShJG/ixIm8/PLLpr8XX3yRyMhIMjMzGTNmzD0FlJubS/Pmzfn888/LXP/+++/zySef8OWXX7J7926cnZ3p1asX+fnXf1BHjBjBsWPH2LBhA2vXrmX79u0l4po8eTLBwcHExMQQGBjIlClTTOtWrlyJlZUVgwcPvqfjeFAYL+q8nOxMg5UYdS8eLfCXY0mlnqdWxnnybr4Q0mg0LBzaAhsrjeliyXhXyNhePV5lF3XGhMhaAz431Xx5ONry+3MR+DrbYRxjs4aHI/4u9iWeqya5hTqKikcE87vFiGC+LvZ8/GhjRrQKpntdw907Y/M6Nc6VZ/yxNf743C1jv7wjCeq4MDdeBNw4+uTdMNXkqexiwpj41PBwMN0IuZFGo+E/fRrwxeBmpprjhGx1nQ9u11wToO0Nc0peTM9je1yqKocbzyueN/LmEUKNjEnehXTL6T8kxP2UbmqueeemmgDBbtf7tluCb/fHA9Czng+1bqh8MN4cTn2ABl6pUIeBl19+uczln3/+Ofv27bungPr06UOfPn3KXKcoCh999BHTp09n4MCBAHz77bf4+/vz888/M2zYMGJjY/njjz/Yu3cvbdq0AeDTTz/lkUceYc6cOQQFBREbG8uHH35I3bp1GTVqlCnJy8jIYPr06WzevLlcsRYUFFBQcP1Dn5VlaMan1WrRah+MD1FCpuGH1N3BGkWvQ6u/PgDE0Gb+fL37In+eTCY9+xouFeynY6TVaikqKqrS99bYXNPFhlKv0yLQmXd61+P/fjeM1uTrbINWqzU1HbySkauqck/KMpSNq70N1oq+VGxtQ1w5+EoUQ7+L4XBCFu1D3bAvvjuemltw18dS1eWTlGVI0uysNTjbKLd8nTERIYyJCDHFFOpuuCi/nHFNVeWj1enJKb5g9bTXVCi2VkGGC9qLGdeIS8qkRhn9xeD+fHeKdHpTDXCAk02FXsvf2XCOuJpz95+/qnT4cgYA4Z6OWCl6tNpbD7LkU1yTl3AXn7f7UT7JuYbfKjc7qzJfx81OQy0vR86mXaPjZzu5lJFP7/o+/PJMmyqLqSKMo3/aWZU+RwPU9jLcKDiflkdBQQFWVvfeK+V+lI+oGCmbu5da3IXG9RbngpsFuBrOaVez81V3XXCznIIi08jhfep5U1R0fcA1r+Im3ul56vp9qYjyxl+pvcL79OnDtGnTqmyQlnPnzpGYmEiPHj1My9zd3YmIiCA6Opphw4YRHR2Nh4eHKcED6NGjB1ZWVuzevZvHHnuM5s2bs3HjRnr27Mn69etp1qwZAFOnTmX8+PGEhoaWK55Zs2Yxc+bMUstTUlJKJH/V2fkkw0hsLjYKycklp0to4KoQ4mZHfFYhn22NZXTrgHt6raKiItLTDYNq2NhU/oAGiqKYmmtaFeaQnFy6rfrwBs78GevGpnNZ1HSG5ORkPGwNtUsJaVml3gNzOlvct8bVTkNOZhp5mtLHowF+GFyLa4U6HGzhdPG8hqm5hSQmXS1Xe32jqi6fuKvFSaudFXmZ6RTllu/izcvaUKaX0nNUVT43TrthVZBNcnLFzhm1PO05m17ArzHnGdK07MFXqrpsAJJytCgKWGnAoSiH5OS7r42z0xqek5JbSHxC0h1HfrtfDlxIASDYiTt+hlxtjOeDjHJ/3u5H+SQX1yw6k3/LuJr7GZK8S8X9iw9fzlTVdwYgLdtwjtIUlX0cbno91hrI0+rZezqeWl6Opba5W/ejfETFSNncvYQ0w7WBnaIt1/fbWW+4wZqYdetzx63c7/L58XgquYU6gl1tifK3KhGvE4bf3KsZ6roWqIjs7PK13qnUd/zHH3/Ey8urMndZQmKiYf4rf/+SI3/5+/ub1iUmJuLn51divY2NDV5eXqZt5syZw9ixYwkLC6NZs2bMnz+f7du3ExMTw3vvvceQIf/P3nnHt1Hf//912suSvLfj7L2BJDgkkKQESBmFbymrUEZYYYZSymghEEYphQJllE1pgLJ+LYSZBJIwMshejp14xPEesix5aN/vj7vPSXY8pNOtwD0fjzzAlny60+fu8/m81+t9IbZt24bTTz8dzzzzDAyG/utL7r77bixfvpz72ePxoLCwEBkZGT+bZvF+DRO9zEixIDPz2A3m1bOKsGLNYfzvkBd/PGNyUp9FPBcZGRnQ6/kJOwyGLxhGkE0HHJabhczMYwUWAGD10kx8V+XC1NwUOC0GFGW0A2hFZ0TX73cgF5EmJtrgtBiR3eeZGAitNQDgALyBCPRWJ9IHqH3rD7HHBx2MuIjdbEBudhY0cRqgU3wGAJVo7g4ranzaWZVAi16LgpxspPCMdM8dkYHK7XXY4wpj2QDXJ/rYAKgLMnOB06xHYW42rP20uRgKZ1oEFPYiTANdWisKBngGpeagqxwAMD4/fch7qCCtFYALPdDHfb9JMT5uHxM1Hp6TgczMjH7fc9EJYfyvzIVpeXbsqPOguTsEqyMVFoNyNs8RDZOK5UixDfj9Dk+z4HBbN6q7dZg1NvlnXorxieX76nYUp5q59GWVgZF6bH4K+Ckm0pXhSIlrjpqotQIoR1tPCCnO1IRUg6Ucn0Aogrf2HgYALJmQjZFF+b1eL8rqBtCArohWUXsBPhiN8ZVE8Jq5p0+f3quZKk3TaGxsREtLC55//nk+h5SU/Px8rF69mvvZ7/dj8eLFePPNN7Fy5UqkpKSgrKwMZ5xxBv75z3/i5ptv7vc4RqOx3y9ar9f/bCYbF9tvJdVi7Pear5o1DA+uOYztdR5UuHwYl51yzHsSQafTifb9tvuiKVhZdsuAn6EHsGhcNCqZ77Swfx9W1Lh3+JlNndNsiPu8suw66DQUQhEajV0h5KQe2xNsMMQcHy+bIucw6WE0xm98js5i7rmWriB6wjTsJn6iIELTGWQcCnaTDjazEXqeUatZw9Lwr+11qHD1DPq9izk2AODqYe63dIsBdospbiM8Fr2eqZto7gygzhvApHz5n6etNe3Y3eCFTkNh3qjMIb+/HLbXn9sXSei7FnN8/KEwlxqcn2ob8DMunF6IxeNyoNVQSL3vC4QiNKrdAUzNTz4aJhS+EPPcWAwDz2sTclJwuK0bpa3dgn2fYj8/hE8PNOGXr27FrCInNt96iqif9VNBqrH5qdDBOnzsce4NhqUzzrZAmEZjVxijMxObD6QYH5qmcc0Hu7CttgMWvRa/npp/zOfl2Jm9Woc/dNzfK/GeP69dxXnnnYdzzz2X+3f++efj/vvvx759+5IWXhmMnBxmY93U1FvIo6mpiXstJycHzc291RxDoRBcLhf3nr488sgjOP300zFz5kysX78eF1xwAfR6Pc4//3ysX79e+Av5CUGEV1It/d9wRakWnDaKEcB4lpW0VSqkHs+i18bVO4ZAhFeUJhbBNQ5PIEKk0VBccfJRhamF8rkegOmpR/oeljYpR1adUzgz6rgmrXwoYL39rTK3HSBF+WkWPS8Dj0AaolcrRCjnyQ2VAIDFYzO5NgODQWp0lSRaQoQGtFRUMGogHGY9bEYdCp3MOBxUWCuCrgAzT5v0A29fiPjK4VblKeoOxSPrGLXw0qZOhCP0EO/+acCUSijnefmp4/ZF1554MOq0nHhbZZsyBY1Wrj2Ef22rhZYCHlsyDgtGHxupy1Dg3Cw2vCJ5999/v9DnERfDhw9HTk4O1q1bh2nTpgFgUiS3bNmCG264AQAwZ84cuN1ubN++HTNnzgQAfP3114hEIpg1a9YxxywtLcXbb7+NXbt2AQDC4TAXXg4GgwiHw8f8jUqUaPPjgb0Kl8wowNeH2/B9dbtUp8ULUo9nNWgT2nQT9cbajh7QNN0ryi0nxCgaqC/WQOSkGNHg8aNOYQ1DOSMvwTRAiqJQnGrGgaZOlDV3YdYw8VLKE4HrVWTSJXXP5MUYeXLef01eorSbnIc0z2HCjroO1Cqg7+QRVzc+YIv4L52RD512aL9oJqtQ266gjQQRxLGb9JzDYyiGp1lQ5erGYYVt6kgLhcGug2ujoBBHQbx8X+XCD+w66fGH0Oj1Id+hnCiqWNzw4V68uqUG2247BVP7aVGiJILhCNaWt2Dh6EwYFFIznCjEyBmonUp/FDhMaO0KoMqlrPkAYMbk4bWMc+SuBaNw3Zzifh2NxIHd3hNEOEInpDlwvJLUHdrc3Ix9+/Zhz549vf4lQ2dnJ3bt2sUZXVVVVdi1axdqampAURRuu+02rFy5Eh9//DH27t2Lyy+/HHl5eTjvvPMAAOPHj8cZZ5yBpUuXYuvWrfj+++9x00034aKLLkJeXl6vz6JpGtdeey2eeuopWK1MWlpJSQlefvlllJaW4l//+hdKSkqSup6fOiR6NVAkDwDXiHJ/oxcdCtr49MXDqrZZDVoY4tjMEcawdUOu7qCiol/RjV1iRlFOCmM0NCjOyItuVBNlBNsz75CCeuVxRh6P2rVYSG+5tq4AugLyOaWauEhecumwpA6pSQENa5/5rgrhCI2Tipw4d1J8wlEkkteuoDYknDPOrIs7S6GYFSw5qrBWBKSFQt+WPbFwbRQUuCEdjL98fbjXz2UKi6KKxTeHWxGK0Hhvd73cpzIkf/q8DGe9shUPrimX+1R4Q+am9AQccgVsZF9JexxCa1cA/lAEGgq4qWT4gMY3ieR5fCF0+UP9vuenBi8jb/v27Zg0aRJyc3MxZcoUTJs2jfs3ffr0pE5o27ZtmD59Onec5cuXY/r06fjzn/8MAPjDH/6Am2++Gddeey1OPPFEdHZ24osvvoDJFC1QXrVqFcaNG4eFCxfirLPOwty5c/HSSy8d81kvvfQSsrOz8ctf/pL73QMPPACfz4dZs2Zh1KhRWLZsWVLX81OHbB766x1FGJFuQZ7diFCExhcHldsYnUTyLAZtQulmKSYdctm+YLvqPKKcGx+IUTRQX6yB4BqiK6yXTHuCDVxjKWZ7l9UqyLNPFtpkjbwsmwEaCgjT8m5qiVGWbCSPGHly92SiaRqvbqkBAFw6PT9u8ZFYb3EgNHCrBSmJ9sjTx+29JhkK9R75je1Y4jHyxrJGXlNnAC3HSW+vA41efHKgCRSiz9Dh1uPLSOUDTdNcD9OjCojeD0Y4QuPNbUcBAN8capX5bPhDInnpCfRnVWoPUyC69jjN+kH3B8TIi9BAowKciFLAa3dx1VVXYcyYMXj11VeRnZ0taHrQqaeeCpoeOA+doig8+OCDePDBBwd8T1paGt5+++0hP+u6667Ddddd1+t3WVlZWLt2bfwn/DOHGHk5gxh5FEXh1JEZeHtnHdYdasVvpucP+F454Xrk8VCSG5dpQ4PHj72NHpwTp8dfbNp4pmtGG6IrazKPpp8mPj7D05W3YU3GaI1Fp9Ug02ZEk9eP6vZuTMyVR9mXLLTpSUbySGSyReYaQ3dPEB2s4yeRZzqLfX66g2G0dweQbZdfIbGtO2rkxUsxZ+Qpa+NN0jVtxoGvJc1iQKbVgJauAHbUdmDxuPjUheXkq3JG0n1OcSrSLHqsPtCMKgVlHohFc2cAPtYZUtuhHCdcf2ysbOOMg9LmTkQiEUH6MEpJbH/WTFti6ZpANGNDScTWg5v1Azt/9FoNHCYdOnwhNHh9GJOlDPVmMeF1d1ZWVuLxxx/HrFmzUFxcjGHDhvX6p/LzoCcY5tLDSCRrIOaNZOqgttd2iH5efImtyUsU4jmuUJDnlRhpg6XS9kcOO5ZyC3n0hVwPn8hXcSqzYVVSCqpboHRNAMhnDQk5PeFk8U+3CpOuKbfHuJn9fJtBm1B00m6KCunUKcSpEJuuGS8kkqekZwaIRvJsQ8zT47KZOXlPvXKyKwaDjFGBwxSdr34G0YYjMenAdR3Kutf68s7OOu7/23uCKG0+/ozw2JKZjAQcckqZl/sjmkViGDILi6TTNyhkbhYbXkbewoULsXv3bqHPReU4o5V92HUaintwBmL+CKYub1+jB50KVdGKTddMlDGZTM1XjYLy1UmKFoksxAuJpLQqLJJH0hvTeBgRpL6o3uMbNFNASoSK5AFR8ZVaGe8/stDmDeHwGYpoJM8v61g1x9QYDuYd7gtFUVxaUINCIhMk9TqxSB7zzDR5/fAqZM6maTomkjf4czOedbyVtx4fdW2xKbXDWCPv55BSdiQmhb6uw4dQWBkpzn0JhCL4kBVhMrBOnG8r2+Q8JV6Qdcei18KSgIORqB4rM5LHin7FISSTwe6HlFDzLQW8dhevvPIKrrjiCuzbtw+TJk06pl/DOeecI8jJqSibqHdYD/MQKY5js2zIYvtffVXegvOn5A36fjnw+JOP5B1RkEgBSW8cSjK9LyQqqzSPHbmeoRwK/UGiEm3dQbR1BbiJXk7aeaqF9gc3ZjJFXyMRmvvs/CTTE4nH2N0TgrsngFSLPGNFjLxUix76BISYAMax0uDxKybVkUvXTCCSl5tigkFLIRCmUdbchROKnCKdXfwEwhGQrgIpxiEieURh06UMQ3soYtPRh7EG9s8h2nAkZny6AmEcae/ByIzE+rNKwZryFri6g0i36LFwdAbe292AHQrOTBoIN9vbOMWkgzEBddDYSF4oHIlLaVgqYiN5Q0H2D3LXfEsFr93Fpk2b8P333+Pzzz8/5jWKotS2Az8TYlOATENMFhRFYf6IdLy/pwFrylsVaeR5OSMv8cdiLKuwebTdB38wDGMCnn8x6AmGuTqHwURx+iO2JkoJ10Ig6ZoZPIw8p1mPFKMOXn8IB5q8mKcEI6+Hv1poX7gxk8kwd3UHuJ5eRIWNL2kWPYw6DfyhCCraunGCTEYe1xIiAZlxAnGsNCnEURLrkIsXjYZCUaoFh1u7UNbSqQgjrztGPTZliHk62kZBOY63wYga4noMY4WiGr0+RbXl4UMkQuPT0iaUDE/rdxPe1zG6v9GjSCOPtFJZNCYTc4en4b3dDSg9DtVPo2UCiamIFziZNcbrD6Gly49cu3Jae8TW5A3Fz61XHi9T/Oabb8Zll12GhoYGRCKRXv9UA+/nQ0sXq2hk0se1CM1nWynsVmiNRDI1ecVpFhi0FPzhCPY3eoU+tYQhqT9aDZWQTDIQjQr5QxE0epURiYgtFk/UaAUYJwOJ5pW3KKOOgqTNZFiFM/LkSrElxozDpEvaaKUoirsH5YzCJLJx6Esmq1rXppCU59hUwEQYwT4zhxUiAEJSNbUUYB5inibZFTXtPfAHlb8vIWOUao6ma7Z0BhTddigenv2uCue89iOufHdXv6/3LXEoU8j83JdDLYxBNz3PjhlsL7+DzZ2KSf+PF65MwJhYf1a7Sc/VwSpN9bUpgbk6Vv345wAvI6+trQ233347srOzhT4fleOI1phFKR4m5qQAgOKabBM8vmifvETRaiiMZHux7W6Q34iNTf0xJRiJsxh0nIJllUJSnUhqIwV+6ZoAMJxNgapQyIY1KmOdnFAJENMQXabIUWz7BLM++TQeUv9xRMaWF81J9P0jGwm3QnrltfFM3SZ1eXUKkbYnkTyTXjtkCu2wVAuMWg0CYRp7FTAnDwWZszNsBmTZDDDqNKABlLceO1/9v70NmPj4N9hR65b2JBMkFI7gqY2VAICvD7Ui0I+xTZ5xskGvVmhvQ7LfybQZMTXPDg3F/K685fiK5pF1Z6ia1v4YxUZYlSZmRGry4llLo5E8tU/egJx//vn45ptvhD4XleOMRFOASBpXs9ePQEh5ntVoJI9fjRRRczughEheTI+8eJsfx0Ly75VSY0hSNW1GHS9hHCDaRqGuQ/5c/EiE5uT5+RqtseSmRGvy5PAsx9ZECFGrQSKT9TKq7ZGNQ6LqtIDyvMWtbNZFVoJRcNJGQSmOORLJM+k00A2hoqfVUBjNCmLtUtimtD/InJ1tM4KiKBSy6+WhfiJbL20+ggNNnXju+2opTzFhPt7fxBlxnYEw1vTTW468PrsoFQBQq1CFzWhPYAOsRh1XovFtpUvO00qY2EheokxnI5i76pVVi0jWn9w45jeSZfFzSdfktZsdM2YM7r77bnz33XeYPHnyMcIrt9xyiyAnp6JsSP1PvEYeMRx8oQjqPX5uA6EUuD55QxT0D8SYDCK+In/0ixhF9gSaH8eSZzfhQFOnYprTEi+3nafRCkTbKChBDKPDFwSxxTIFqA8kkTxXdwCd/hBSBKjzS4RE0mXigSvy75LPIOcieTxq8shGwqWAjUQoHOG81jkJ3mtKa6MQG8kbysgDgAnZKdjX6MWPR924ZrZy2zv5Q9F2REQNuTjVjMOtXah09TbyaJrmBD+Urr7592+ZKJ5WQyEcofHx/kYsmRDNAPP4gtxme97IdHx2sFmRbRTCEZp7lnNSmLlpZqEDpc2d2F7bgWvkPLkESaZ1z/R8B17/8SjKFNQ6gqZpbq7Oj6MePMP286rJ462uabPZsGHDBmzYsKHXaxRFqUbez4REI3lmPdNvytUdxKGWLsUZeURdk0+zbQAYm8V4jZVg5EUl0/ldSy4bSVGKzDBZYB0mHS+jFQBXzC9nmwEC8aYadRpB+uRl2YzQUECEZu6/SbkSG3kJqJvFg9xCMgCTcQAkHv0CommRSkjXjI0mZiecrsk6RhSy8eaMPJ0mrojxmeOy8N7uenxV1qJoARPixNJQ0cg+qcvrmyrb4PFzUWalzM/9saPWjW8rXdBqKFw/Zxie+74am4+4e72HrJUOkw4zC+wAlNkrz90TdcqReuGZBU78e3sdDh5n4itkPkjhsTeYns+MUZmCUlTdPUEEw8zgxKPsTJ4vV09Q0XOCUPDKq6mqqhrwX2VlpdDnqKJQ+DTYLWI9LUrMuyfpmk6eG1WSvqGEFEdXNz+hBQIn5KGQhujtJDKZhEFERCRqFdCLKbZ9QiIy1gOh1VBcBECOZyu2Jk8ISCSvWUYjj0Qnc3m0hCDRWSWka5Jn2G7UwZbgfEDSn1w9QfQE5K9hiaZrxhfNP39KDow6Darbe7CxQrk9zYiRlxKTjk7aKPSN1u2si6bKKTmS9+7OegDAwlEZuH3eCACMcmaz148ufwheX4gz8nJSjJiUwxgQTV4/2ruVdV3kGbIatEgxMs/QJFZjoFKBe5nBSCaSNzXPAQrMvFylkNp2svbYDNq4UutJGnRrpx+dfvnnNLERtdGF3W5Xjb6fMKQvVoY1fk83qcs74lbexMgZeTwNI1L/0dQZQKvMPVhi0xv5kOdgxlQpRh63CUqicTipyesKhGVvWh/rTU1ExnowiGEkx7WRdJl0oSJ5DlJjKM9zFAhFUxzzeTR3j63JC8rsUOCUNc2JOxSISEEwTKNVAVHJaLpmfNdhN+lxzkQmPfCfm4+Idl7JEh0jPTdGpI1CwyBGXpPXrwjjuz+Ik2Rclg0jM6wYk2lFmAZu+n97kXX/V5j8xHpOiTrXbkJ2ihFWgxY0gANNyokUAb2zlsi9NyGbMfJq3T3o6FHGOhkP7d38jbwUkw4j2XX02ypl1CJyjdAtBpjjEJnLSTHCoKUQppWjtC0mohp5x5u0rEpiECW/nATSmQqIh96rrEkxEqHRyS6WqQlEJmPJsBq4Br37m+QVX3ElMZEDvXvlKYGoWij/SJFZr0Ueu2Hf3yDv+Lhjit81PNNP+0LGrFaGOkrha/KYDW5LZ0AWkSZiXGo1FFeDkwgkJagrEJa99qM1pn1Cok3drUYdp5baoIA0uljhlXj57cwCAMBXZS2yR/AHghPKMuq4NFRi5B1s6sQZL23G797ZiWA40svIC0VoVCpEAbkvUWOCWRMXj80CALy/uwHdQabp+SPrDgFgIsaxbW6UlgLJGXkxz1Cu3QiHSYcIDWw/jpqiu33JOYCnFzDiK9uOuoU6paSIXXvimd+Y/p/Ms3W8KaPyQTkt61WOK2ia5npyxaNoRCANNZtkjnT1pSsQ5nLuU838ohEUFW2jILcnMtmJnEvXVEgzZ04RLIlIHhCVgD4o8+SeTF3EQHBtFGQwzDl1Mx6pjf1BjHFfKIIGj/RzBXFCpZr1sPIQYnKa9ZwwiNztB5I1wEl0VgmCRbHCK/GyeGwWUs16tHUH8SHb0FppcE6smPr2EWnMXOXxh/BlWQve3FaL17Yexc663kqhhxS6USVrEJnjzhiXyb12yog0ANHsmRx23iDzs9IiLP2VplAUhYlsNK/vmCgZ4nTiOx8QhU2liK808ygVGK6w/p9iohp5Krxw9wQRjjBWUa4j/o0d6X+ltIJxj5+Z+LQUYDfxU28EoovUYZkXKXcSMslA1GBo6fLDF5Q/HcglQE0eAIxgjfDKNnnThWNr8oSCOFukNvIYdTPmMwsSmAsGo3evRunHKlZZM976r1goiuJSHes65I20NLEGK99UWpJ6qoT6Lz6RPINOg99MywMAvLe7XpTzSpZos/rofFCYasZflozHr6fk4rRR6QCAJzdUcM/DqAxmo6rUmjCyBhGn6Rljs/DwmePw/PmT8OXSWZjJRoSAqJgJVy+lkAwSwkAicxPYuryyPpHH1k4/KhVqQJC1h+98wBl5CnEuNPHoZ0oEpeTIepEa1chT4UVsIXIiKXRcuqbCInmxPfL4SvQD4CJ5tTJv7KKRL37eOpKCGwjTilDWS7bGkDCS65Un7zW1J1H8PhBRw1zaDVKnPwx/iEmDyxMokgdE5wo5hGTI/JRq0fNOpyXe4v6aWUtJsqI4xFiVU+mUEKuumQiLxmQAAEoVVutFGGh++8OCUXjvihPw70tmQKehuAhXbooR0/OYzfZRBag59wcXMWKjXxoNhXsWjcYNJcNhNujw5DkTufeS9jbRRtXy13/GMqCRx/bG7Wton/nKFkz663rFiJMQaJrmIqyZCSrtEoiRV9Pew/XflJNoTV788xtX7ypDlojUiGrk/dSlSX/OxOaox1sED8Q0RO8MKKo+gvTIsxi0CdetxDIyI6rgKCfJpmSY9FqksgtalQJqPkgkL952HQOhNCNcUCPPTupdpV242lnRAZ2GSkhpdyjyZBSSIdGvZGoMx2UxG0C5U8/4eLpjifb8U4CRF0w8XRMAZuQ7ATDpWV0KVNRrG0INOc9hwrmTcrifx2XZuKwEJURY+4MIF6UPIMw2b2Q6/rhgFM4cl8mlbyrVyGuL2e/EQsRXqmIyQ7y+ELYd7UBPMIIPdisrPbgrEObaDZDvOlGyU4zISTGCBvC9AsRXOCdWAnsDJfXMFRtVeEWFF8Sr6zDrEjKKiHe+KxBW1OIUjeRpodfyd05EjQhlGHl8J3JAXrXGvrQLcD1A1AiXO5LnFqjGMJYxmdE+jf6gdGIlsfWSiW6+ByNfxtRuLpLHsz4XiBp5cqSbxkK+v3S+kTwF9fzjG8krTjPDadYhGKbxXbX8G9O+RFveDDwf3DJ3OPf/Y7NsnHiEktZRQigc4RynGbaB77tHl4zHZ0tnczV5USNPWYb4QO2iiJF3xN2DTrbkIzaNMVYkRwmQ+0yvpTgnLh+m5DLtLnYpoBaRS61PYG9A0jUbVCMvPsLhMHbt2oX29vZev//888+Rn58vxEeoKAwy6SU6UViNOi4aU6GgVIbYdM1kItAkHbC+w4dumaStaZrmjIhkJO1JZOioAow8ks6UtJHHGuHNnQFuwZODZGSsB2JEuhUWvQb+cERStbfYa0km1bkvxMkgR5pgswBqoePZVC65e4I2JdHUHYjZePvk33gn2iePQFEUZrLRvE3V7YO/WQba4lAPPmVEGibnMkbFtDw7Z+Qprb4dADpi7pXMBNag6L0mv0MhloHSNQucJlgNWoQjNHawc25pjLL2foWlB7d1RWvBzQb+aw+pnVSCg4Hc/4movBenRZ+dToXda0LDy8i77bbb8OqrrwJgDLz58+djxowZKCwsxPr167n3zZ07F0Yjv4VlMB544AFQFNXr37hx47jXfT4fli1bhvT0dNhsNlxwwQVoamriXne5XDj77LNhs9kwffp07Ny5s9fxly1bhr/97W+Cn/dPiYEmvXgg0Ty5xS9iIUaezZDcJrXAaYZeSyEUoWWTgfb6Q2A1cXjn3QPRdDm5211EIjRnkPHdqBLSLHrOsNonYxsFEv0azHOfKFoNhYlsQ+GtNdJtZNtjRH60ArWDAKLzhBxRcT51Hn0hkbwj7T0ISBhZ7QtJ18znKYqjpBS6rgT75MUys5CpJdrXIH/0oS8kHXCwZs4UReHzpbPwz/+bjItn5KOQVapu9PoRiSgra4rcKxa9FpYEHFnkXuvoCSrqmlq5nsC911OKorhoHolqxa77Zc2diupjyEWMzXoYkyhLyVeQtgIx8hKpB89NMUFPeuXJXDMtNrxG+YMPPsDUqVMBAJ988gmqqqpw8OBB3H777bj33nsFPcGBmDhxIhoaGrh/3333Hffa7bffjk8++QTvv/8+NmzYgPr6epx//vnc6w8//DC8Xi927NiBU089FUuXLuVe27x5M7Zs2YLbbrtNkus4XknGyCNeoCMKKhiPrclLBq2G4vK9DzTKY0SQBVavpZJKBySKZ3I1pCbEGq1ZSUbymDYXzPiUytjLkBhGiaSYxMPUPMbI2yfhvdcuQKP6/pg9LBUAsKfBI7mR1JxkHRvACK/oNRR8oQhKZXL4+IJhzoFF2tckSqaCjDy+6ZoAMLPACQA4qBDp91g4J5ZtcCdWvsOMa+cUw27So4hdR9t7gopTo3RzNcdaGBIwJmIdCj0KUHUmkO83ux9DYiKrsEme8dhn3R+O4AcFRY6jEePk+rPKmWURS3cghE52TiB6D/Gg0VDc89NXGfWnBq9VubW1FTk5TBHwZ599hl//+tcYM2YMrrrqKjz99NOCnuBA6HQ67hxi6ejowKuvvoq3334bCxYsAAC8/vrrGD9+PDZv3ozZs2ejtLQUF110EcaMGYNrr70WL730EgAgGAzi+uuvxyuvvAKtdujNvt/vh98f3QB7PB7uOMGg/AuimDR5Ge+6w6hJ+Frz7GzfJXd3Qn8bDAYRCoVE+W5bO5nrseoTv56+jEw341BrF0obPbLcBy3s2KQYddAiwvscsq2MAd/S6Y/rGGKNT7OHifgatRSsOirp449IN2NXvQcHm+QZHwBoYw3ndJNW0HOYmEX6THX2Oq4Uz06KIflnJ5bxGWY4TTq4fSF8VdaExWMzh/4jgSDiNVmW5MZnZIYFB5u78OMRFyZkWQZ8n1jjU8s60vQaCuk85moAcBqZTXp7d0D2da2LjYoYNEj4XCZnM9//odZOeLp6EkpXE/P5oWma23ynmeIfI6uOqSHvCoRR2uBGqilN8HPjC5kTbAYtqEgYwWB8Imt2A2N4hGmgzt2F4WyvwMEQc2wApr6QOOUy+xmfsWydd0UrM+cS565Rp4E/FMH6wy2YN9wpyrklSouXmQ/sxuTmtWwb8+w0d/qGPI6Y41PXzuwNDFoKTkNic0JxqhkVbd0ob5ZvH5AM8Z4zLyMvOzsbBw4cQG5uLr744gu88MILAIDu7u64jCMhOHToEPLy8mAymTBnzhw8+uijKCoqwvbt2xEMBrFo0SLuvePGjUNRURE2bdqE2bNnY+rUqfj6669xzTXX4Msvv8SUKVMAAI8//jhOPfVUnHDCCXGdw6OPPooVK1Yc8/vW1tZext9Pkfp2xvthigTQ0tKS0N+m6hjPS63Lk9DfhkIhru5TpxM2alDnYgx0ExVM+Hr6kmtmFqqK5vakj8WHI+wiY9UBnvY2dPKsMbSCuYfr3V1xXYdY41PZxEzkNoMGXrcLviSEcQAgl3XGVrd0yDI+wTCNdlZYwBzqgpCnUGhmnq3yZm+vaxP12WljalFMCAn+fZ6Ub8VXFR1YvbsGMyTaw9I0zaU4ptA9SV3TCIceB5uBnUeacFbxwFEascanvJGJWjlNWvR43GjpTjwCpgkwG8P2ngCampuhkVE1u6OLTd0NxDcnxWKnaaQYNPAGIliz7wjmFNrj/lsxn5+eYIRrQWIMdqKlJf6odZ5Nj0OuMPZUN2K0Tb6U4L7UNDHflVkLtLW1JvS3Vr0GXcEIymqaYAunDPl+MccGAFpjBIcMwU60tPSOXuWbmO+9rMmL+sZmTmvgtGEp+KKiA9uPtKClxSn4efGhpsUNADBT4aTmNUuYmROaPH40NzcPqmMg5vhUNDHftd2Y+PyWze7TqprcsuwDksXrjS9bh9c3fuWVV+LCCy9Ebm4uKIriDKotW7b0qo0Ti1mzZuGNN97A2LFj0dDQgBUrVuCUU07Bvn370NjYCIPBAKfT2etvsrOz0djYCAD44x//iBtuuAEjR45EcXExXn31VRw6dAhvvvkmNm3ahOuvvx5fffUVTjjhBLz88stwOBz9nAVw9913Y/ny5dzPHo8HhYWFyMjIgN0e/wJyPOINHQYA5KQ7kJmZmId9TK4fQAPcASqhvyWei4yMDOj1yUnp98UPRuo4w25L+Hr6MrGgC9jVghZfYtcnFHQzs2Gwm43IzsrifZw5sACoRJU7AKs9dcjaCrHGh3YzmwSn2YDc7MykW7NMKvQBPzah2QdZxofUEFAAxhTmIFPA3nJzrQ4A5WjqCiFoSOHqKsV8dgIUs0CmCfDs9OUX47rwVUUH9rYFJRurDl8QAVZmfExhDjLTh44mDMSUgnZ8dsiNxiHmArHGJ9DKXEe61Yi8nCxez07Y5AdwAF5/BOaUVNiTbGOSDEGUAwDSUp287ofp+Q5srGrHvnYa58xQxtpDhK10Ggoj8rORNkDLgf4YkWHDIZcPzSG9LHPZQESqGGPcaTUmfF4ZVgO63D70aM1x/a2YYwMArWw6n92oRWFuNmx91sHTrQ7o/leBGk8APzSHEYoAZr0GF0wvxBcVHTjsDilmbAJUGwAgw25N6pwmWQIASuH2h6G1OpE+SNmBmONDu5n5zGk2JDy/jc31AHtb0RbUKGZ8EiFevRNeRt4DDzyAyZMno6amBr/+9a+5D9NqtfjjH//I55AJceaZZ3L/P2XKFMyaNQvDhg3De++9B7N56Lxch8OBt99+u9fvFixYgL/+9a9YtWoVKisrUVZWhqVLl+LBBx8cUITFaDT2+0Xr9XpRJhsl0cqqNOU4LAlfa3E6I0jQ3BVM+G91Op0o32+Hj/HGOS3GpI89JovxPtZ6/LLcB51BZmPnMCX3PU3IdcBp1sHdE8IPRz04c3z2kH8jxvh42euxm/UwGJKvYRudyYxPnUzj0xFgNkB2kw5Omxl6vXDezWyHHvkOE+o6fNhW58UFGVFPuGjPjp95dhwWg+DHXjgmC/j0IHY3eEFDA4OALRoGot3NGOFmvQbZDmtS1zQxl3EQHnEPfa+JMT5tPczYpFsNvJ+dHAfzndMAWn0RpNvlW9t62LQ/h5nfPH1iUSo2VrVjf3OXYtYeb5DJVHCYdEixmBKaD4axUvBNnYmvpWLiDZA5O/E5ITPFiCNuH1p7wnH/rVhjAwAdfuaec5oNSDEboetTY5jt0OO0UelYU96KR76uBMD0YVs0NhvAPlS2daMzSCM1ifpeoWhn63OT3efkOHRcOupRTxA5zsEdYaI9O+Q+MyW+NxiZwexDG70BRT078RLvOSecuxEMBrFw4UJMmTIFt99+OwoKCrjXrrjiCpx77rmJHjJpnE4nxowZg8OHDyMnJweBQABut7vXe5qamvqt4QOYmj2n04lzzz0X69evx3nnnQe9Xo9f//rXvdRCVaKQQmQizpEIRACguTOgGAUtUvguhHjEqAxmwqvr8MnS8J0Uvff1OCYKRVGYw4pfbKhoS/q8+ELGxm4UZiIeyY5PvccnaT85QgubCug063kJSAwFEV+Rqo0CaYZuF7AdBGFKnh0Okw5dgTC+lugejCqf6nmpOMZCFDarXd2y9I3lGgUnscHUazVwsvNivcz9JUkLBSvPe216PmN0H5K5QX0sRNbeYdIn3BqCiJg1KUDlMBbSAoFPixgivtIss6gHIbZHXl8Dj/DrqXkAooJXxWkWDEs1I9tmRJiWd/2MxRUjvJIMFEVxe78ql3zPUjz9JQci2itPWc+O0CS8gun1euzZs0eMc+FNZ2cnKioqkJubi5kzZ0Kv12PdunXc62VlZaipqcGcOXOO+duWlhY8+OCDePbZZwEwLSFIeDkYDCIcVk6eu1IIhiNcH5yclMRTzQrYJsdef0gRErxAjNqhAN624WkWUGDkvuVohNweo2yWLHOKmUKo3fXyyY6ThUmoxuGFTjP0GgrBMI3ymMa1UhGrTDvQpiEZSKPaMomujahrimHkaTUU5o1IBwB8VdYs+PH7I/Z6ElEG7I+xmYyR19YdRI0M/SbJ5p9vI3QC2Xg3yjxfE3VNvq1uiAOuweOTxejujzbixOKheEjGxaOAHoaxuJNYg5TUsgOIzteOQdKUz5uUg9ihG55mZpykxU4AwNeHE6tLFIvovZa8w5Ts4+RUSXcloexMeuU1en0/6V55vFawyy67jOuTJwe///3vsWHDBlRXV+OHH37Ar371K2i1Wlx88cVwOBy4+uqrsXz5cnzzzTfYvn07rrzySsyZMwezZ88+5li33XYb7rjjDq5pe0lJCd566y2UlpbipZdeQklJidSXp3jIpKehEmtASUgx6TgPX4VCeuURwyjZZtsAYNJrOYnhvTL0ZIousMlvumcXMZG8vTK1gwCE8z4StBoKw9gJXspWAwTy/KSKVNtEjLzDEvX/EasdBOG0UYyRt7XGLcrx+8I5SUy6pOs/U0w65LEe750SNqgnCBHJA4AMVtq/WebmxySSx9fIG8Y2EG/pCsCjkI1dNBqR+HxA5hClGnl8skmUauQ5BxmfTJuRc0YB0SjRaaMyAAA/SjR3DQVZS4XY55A+pvUe+aL7yfSbzU0xwazXIEwD+xt/um0UeO2aQqEQXnvtNaxduxYzZ86E1do7H/fJJ58U5OQGora2FhdffDHa2tqQmZmJuXPnYvPmzVzx5FNPPQWNRoMLLrgAfr8fixcvxvPPP3/Mcb788kscPnwYb731Fve7m266Cdu2bcOsWbNw0kkn4f777xf1Wo5HOM+WSc+7r1yBw4TS5k5UtnWhZLj80s9k8ssUaKM6JtOG2g4fDjR14vyh3y4o7h7+3q2+nFTkBAUm9bSqrQvDkxCh4IsYfdhGpltxuLUbZTKkbbUk0WMyHqbkESOvG6FwRJRoYSztAm4c+oP0yzvc2gWappM2vIZCSCcJAIzPTkG9x4/9jV6cNzlXkGPGS9TIS+5ey+RS6OQz8sIRmlOhTOGZup1lM8KgpRAI0zjU0o0TiuSvkyLpmnwyFUjzdNLnVSkk8wwp1sgzD34tF07Lw3o2LXNCNhPBX8AaeTvrPegJhGFOsg9vsrSRpu625O97JfTK48pseNxnGg2FMZk27K73YEd9B2YVpwp9eoqA1yq2b98+zJgxAwBQXl7e6zWxF2AAePfddwd93WQy4bnnnsNzzz036PsWL16MxYsX9/qdxWLBe++9l/Q5/pSJnfQSrSEgFDrNKG3uVERD9J5gmNs8ZAow+QHAmEwrvj7cKku6ppCbVIdZj3FZNpQ2d2JNeSuunSO9kedia74cAqYDjky3AmhBjQz3n9iRvBFss/fuYBhH3T2iGuY0TXPe1CyBnp2+DEtlrqe1K4BOfwgpAqQaDUa7wEYe8Xg3yhAFI+maWSlJRvIUsPHuiamftfFMRddoKBQ6mf5Yh1o7cUKRU6Cz4w/ZqA5lRPRHqplN1/SHJHGAxAt5hvikcEfvNWUYrm1d8UVafzUpB8v/tx9GnQaT2WyKiTkpyLAa0NoVwBcHm/GrKdI6eWKhaRoudlxyBDTy5HT8cPcZzzVhQnYKdtd7uN6GP0V4rWLffPON0OehchxBPDdOsz7hGgICEV+pk7mQH4hGIrSUcNGI0ZnMxvqoDEaE0JvUk4vTUNrcic1H2nHtnGGCHDMRojV5wm3uR7INbGtlqJMiz4+Dx6YuHsx6LVLNerT3BFHR1i2qkdcVCCPEiidl2hJP3Y6H7BQjdBoKoQiNalc3Juf139JGKLjIsUDPTzab0k7qYaSERPLy7UOrTg+GEjbepB4PSG5sitMsqGjrRqVLfgcjANSzwg/EYEsELpLnCyEQjsDI0+kqNMQZkMojgszdawpJp22NM/Mix27C9zeXoNbdwwniUBSFhaMz8J9d9fiiTF4jz+MLIczO1Vk8tBT6ks/W5MkpkONKsh58fHZUGOunStJ5PLW1taitrRXiXFSOE+Kd9AaDTIJKEF4hnlSbkX9ksi+j2QL/IzIYEWQjJlQ64OxhTgDAvkZ5xFfI+KRZBTTyWMOnVgYnQ2sXq64pYkSKeFnFFvsgBpFOQ3EKjEKj1USV3A5LUMNLNpdCCf2QumVXt7Sb1mA4wn0mcarxhWQ4yLnxJvV4Rp0GhiRUaYvYtUcOB09/kGyPPEfiThKSDdAdDKNTQSmb7iSEzJQQNY4lkf3OjAInzpmU2yuiSlI2tx11i3J+8ULmAqNOI0gWSTRdU8ZIXjd/ZwIQTautUojDRwx4zZSRSAQPPvggHA4Hhg0bhmHDhsHpdOKhhx5CJCK9ZLyKtMRTiDwUBY5oGwW5iYb8md4vQkCMvKPuHgRD0iq0ksUxWUU9wiy2JupAU6csLSHEqPkayaY01nb4JG/jQZ6fdBH7JnFGnsiR5NhnxyRiDzviFJLC4yp0JI8oEJO0L6kgDjQtxYgMJAO38ZbYUI2FRPJMOg10PDNIgKj4SpPMIjIEYuSNSEs84h5reChhLSUQRyOfOTuDbQbv7gnKst70hdRQ801HXzCaMfL2NHjRIaPh2hbTbkCIfQ7Zw7V0BeALyuNgIA7gDJ57nfFsT+Pq9m5F3GtiwGuk7733XvzjH//AY489hp07d2Lnzp145JFH8Oyzz+JPf/qT0OeoojBi+3zxpYBE8hSw0EYl04WTtB+RboWGYpr3HpJYQdQtsNohkR3vCoRR0y59WgPxQGZZhUsHHM6qn3n9IdS4pb0mkq6ZbJ3UYOTZmQVY7I0s6ZGXYtSJmipGjLyjbvEjr0ILr8iVrknGPtVigDXJdipKSKEjkTyTXgudJolIHmvkNcioCkjoDoS4cSI9FRNBq6G4VDWSISA3gVCEGys+jqzYthBdAXlbWNE0zfWGJHNQooxMtyDfYUIoQmP1gSYhTy8hYlVchTDyctk1JhimUSPBvNwfnGCejZ8Ta1SGFVqKQlcgjNLmn6bCJq+RfvPNN/HKK6/ghhtuwJQpUzBlyhTceOONePnll/HGG28IfIoqSkMI4QjiBWrq9MveEF3oPmwAYNBpOMGIvRL2mAtHaHjYtB2hlELNei13LKnVKP2hMLdhENIoshp1yGZryKSUT6Zpmnt+yCIpBiSS1ypy9Ci2p5w2iejKUBRIWOSfjCx3f5B0zbYuaSMTscqayaahKyGFTrhIHtsEWQEOxmo2Tcxq0PJOqSWpanKqHMbSwToCKPBbg4gSLA2gUWZDvK0rAB8ryjaCZ20zRVH4xRhG+f2fm4/I1p8xVsVVCIEeg07DjW+FRO16YhFib2DQabj6/B0ytLiRAl5Gnsvlwrhx4475/bhx4+ByuZI+KRVlI0RNHonkdfhCsggSxEKiEUIaeQCjsAkApc3SKTd1xHjahUxvJI1Dpe5rSIwICkCGwOmNo9jJ/aCEHrzuQJjbNJD+aWIglfJZu4DtOgaDeNGlSLEj15Qu0POTw46zxx+S1Egi6XtpSQhkEYiojrsnhEBInrQmLpKn0yR1PSRds9HrR0DiVPq+kFTNfLuJt7AUcba2SJwOPBDk+bEatLxSuPVaDVffK7chTmq20yz6pNqQ3DF/BHQaCt9WuvD61hqhTi8hXDHpmkJBHBNyCJcItTeYmMOkbMrR01gKeBl5U6dOxT/+8Y9jfv+Pf/wDU6dOTfqkVJQNWUySmfQcJh2sbM+YilZ5lY2SVWgaCFKXVy1hUS/ZRJr1Gl6NaAeiiPV+H5F4Mo+NsgrdY2gkOz6VbdJ5IcmzY9BSSTeoHgySril6JC8JqfREIJsJKSJ5Qqc7p5r10GsZo0SKdFMCF8kT4DqIw6g7GIa7Rx5jgovkJVn7Se4lfygiewufqOiKiXcknETyXF3KECqJTXfmmxZI7jc52o7EcpQV58m2GWFJ4r6blGvHPQtHAQDu+OQAmr3SRyjbukmGgnCCXwUO6dLo+xJbD57M3mB8FhFf+WkqbPJ6Ah9//HG89tprmDBhAq6++mpcffXVmDBhAt544w389a9/FfocVRQG2TiSNCQ+UBTFRRsqJNxk94dY0QjSRkHKXmyxohEGAZtgE++31J5V4n1kRHEENvJkUNiMjYKbRRQqyY8RNhIzPcglQqP6/oiN5Il5PZEIzW1SMwUywimKQhYbCRNb7TQWYhCnCaCk5zDpYNYz84nU0XxCbCQvGYw6Lbd2lclch8MZeUmkbhNnkVJaDsQaecS5kSgZ7PMitzgOWRuybMako+H3LhqD8Vk2uHtCWP7xASFOLyHEiOSReVnKbBiCqzt5ZwIAjM9mxVdUIy/K/PnzUV5ejl/96ldwu91wu904//zzUVZWhlNOOUXoc1RRELE1RdlJppsRKetqmb2p7SLU5AHRSJ6UG7vYBVZII4+MldSe1diJXOiaL9I0vFZCL2SsaJFQSq79kccaea7uALwibv7aRYqC94V4jElDdLHw+kMgJcJCNnfPZY2K+g7p5oIWAdLqCRRFcTVJ+2VqHBytyUveOUKcVnIZrIRk2icQSLqmx6eMFgpEWdNm5F/7RSJ5YmciDAUXyROgHtyg02DlmUyZ0+Yj7UkfL1HaOIepcJG8/5vK9P37rLSZE6iRilgHsD6JvU40ktcjW72kmPBemfPy8vDwww8LeS4qxwFdgTD8XE1RcsIRpC6vQeaG6C5Skyd0umYmM3nUun3wB8Mwihi5IRBvbopRl7TnMZZhMinSRUUwhO8pR9oo1Em48Y6N5AlR/D4QWTYjtBoK4QiN6vYejM+0iPI5UtXkxTZEr2zrxtR8cRqiEyeJQUvBLlCfSYBplAx0cI2vpYAIcSSTVh/L6Awr9jd6UdYiT/Qrqq6ZvHNkWKoFW2rc8qdrskYmcWLwgRh5XoX0yXP3JO80VYLQDxB1AJJIfLKcXMy0I6ps60ZLp5+rdZUCMQTmTh2ZjhMKHNhW24EHvirDS7+WrlxLqFIBomrb3hNEVVs3RmTwE9hRKrxmyy+++ALfffcd9/Nzzz2HadOm4ZJLLkF7u/QeChXpIBsHo06TdJ8vKRXzBkOsaERxqhk6DQV/OCLZxoh4UYWSfycQRbomr7RqqLHeOqEh19TSFUCnRKlOQvSYjAethuJS0ipFjFa0i+Qg6UtsQ/RKEdNq2gWoJ+oPouQqZWSCzKt8GwX3hWQmSBn5jiVWXTNZouIr8jkYaZrm7uVRSWwsyfgqJ5KXfAsSpRh50UieMMZYjt2EQqcJNIB1h1oEOWa8tHFrj3BzNUVRuHfRaADA2zvq4JZQRC9qtCY3v1mNOm4vuktCJXSp4DVb3nnnnfB4mC9j7969WL58Oc466yxUVVVh+fLlgp6girKIjUQk61ElBfBNcht5AqvpEXRaDadKubdBmhQnYrAKKboCRHtLtXUHOcNLCsQSxQGiG4kILV0aKkmhE2rjPRj5bKT9qIjpwlKlawLRlGExjdbYKIRRwHRnorAppZIwccjlJNkInUAMETHvp8HoCjBGTLLCK0B0PmuUMLLal/aeIGeYjctOvEceQWmRPLKe2pLozUjmZpfckTw2y4jUOAvB7GFMNO/7KmkDImQtFXqfc87EHIzJtKIrEMajXx8W9NiDIWSZDZkPfop1ebxWsaqqKkyYMAEA8OGHH+Lss8/GI488gueeew6ff/65oCeooixIw1WnKfmaL5Ki0ixzfx8y+QnZcoBAeqE1SLSZIOmaQke+0ix6Tg21XMJ0rXYBUn8GwqDTwMZek1RGXqsI3tSByGedKGIKy7QLrEQ5GCS9u06C6xE63ZlEVclcIzY0TXORvGTT6gmckSdTer1QwiuAfEJSsZBUzXSLnov08kF5NXnJR/JIvfQRCZWp+0LTNGpZh8bwNOHS3WcVMUbePolrW4mDSaioJEGjoXD7vBEAgLXl0kUnhczyyeP2afKWDokBr9nSYDCgu5uZoNauXYvTTz8dAJCWlsZF+FR+mrTENEJPtqYoVhZdroboNE1zG7tMAYUWCMRwbOuSyMjjFlhh6/8oiuKUtA5J2PJCqJSMgSDGiVTRZCF6TMYLieSJ2SS5XUQHSV+k6JUXq04rJNGG6NI4tLpi+zEmIeoRC+krWd/hQ5df+ghLl4DpmkUxNcZyrT2xyprWJCTgSVaAUiJ5Qhh5E1nFwypXN0JhefoyCtEIvT9mFTkBMEaeVEIfkUjMPscqfB3gycVpAICyli6EJOqjKWSNYawa9U8NXrPl3LlzsXz5cjz00EPYunUrlixZAgAoLy9HQUGBoCeooizIhlGITSqJ5Lm6g1xtj9R0+sMIs4t8lk24lAwCV1sgkZfV3SNOuiYQbYguZV85MWSfYyFNVMU0hGIhn5MqgZFHFDZbRDJgezlIpIjkSVDDK1YknHjPpUrXFLJ2mlDgMMOo0yAUoVEqg2R6M2vcC/HsEIdBhy8kmeHdl9geeck4TFPNzPh6/CFFqAO2C2Dkjc60Qqeh0B0My6bmKlQj9L7MKHBAS1Fo7QqgtEmiWn1fEOTWyElSFb0/xmfbYNRq0BUIY5dETcWF7NFKjLwWiZzxUsLLyPvHP/4BnU6HDz74AC+88ALy8/MBAJ9//jnOOOMMQU9QRVmQcLYQnvs0i57bvO+skycCTIwIvZaC0yy8IUE2v+0S1RYIscAOBBEqkSr1FBBHESyWdCuzeEtl5JFIXoYIUeO+cN5JkTaxXYEwQpyDRHyVOCkjeUI7SaKRvCCCEkQmONEVsx6WJKJEsWg0FJe2tq9ReiOPKJNmCHCvpZr1XHPrwzL1aRWiRx4QE8nzhRCQKeoVC7muZPro6rUaTuhnW22HIOeVKKT2NCvJRuh9sRh0mJzLRCq/lkh8hayjZr1GlLVUr9VgYg5zTd9XuQQ/fn+4BGwJkSdB1otc8BrtoqIirF69+pjfP/XUU0mfkIqyIRt8IYw8iqIwI9+BbyrasPlIOxaNyUz6mIkS6w0SoqC/L1KrhJHNnRjqjUT4Qsq8dTI+YqUDkiiHVEY412NSAqOILFytIi1cxCDSasRxkPQlNr2bpmlRWlAI6R2OhYifdAfDaOn0Iy8Jyfx4IGn1aRa9oP0yR2dYcbC5E2XN0kdXSKuTImfyGRcURSHfYcKh1i5UtnVjDptuJiXVbL1ZsqIeJLLZHQyj0x+CUYA+gnwJhSOckTeRNWT4Mik3BaXNndgrUWSoLySSly1AI/S+zBqWil31Hry/pwF1Hj9mD0vFuZNyBP2MWGKj4GL1Z51R4MCOug7slkihkhPMEyDKKrZDVE54jfaOHTuwd+9e7uf//e9/OO+883DPPfcgEPjpfUkqUeoFjOQBwPQCpt+V1EXIhHaR1PQIUht5R1l582Fpwm8io7Lj0kXySNRG6GJxAlEa65CghUI4QnPperkCiWEMRn5MeqMYdS2kv6TDJI6DpC8kvbtFxIboQtQT9YfNqIWZVSOWQp2SbOqE7scYVdiUVqAgHKG5eYdkFCQLiQzL1SuP3Ae5SabPxZZOyF1TdNTtQzBMw6jVYEySdWykLk9MNd3B4CJ5AjRC7wupy9tY6cJjXx/Gb/61Hd0i1lQ2eKP7NrGcANPZ3qVSCbOR6KQQWgqktKG1MyBJpoWU8NrVXnfddSgvLwcAVFZW4qKLLoLFYsH777+PP/zhD4KeYDI899xzKC4uhslkwqxZs7B161buteXLlyMtLQ2FhYVYtWpVr797//33cfbZZ0t9uscFxMgTapM6g50YDspQ4wFEQ/4pRr3g3jpAWiPPHwpzRtEoAQvFCUUSK9J1+kOcmECxQBu7vpBIXocE49PS6QdNAxSAPBHqIvpCjLzOQJiL7AhJszdaX2iSIHpAFnMxW16I1dydoijOUVEjgYEUK5AlJHK1UWjy+hGhAQ0lTCQPiEaG5VLUI2spmVf5otVQXOS5VeaaokOtzDqe7zQhNUlHMEn/k8vII/0gxci6OGdiDiblpGBsphUGLdNLd3udeGmpJANL6PYJsUzLswNgxFfErg0Vuh6cZL10B8OSlqNIAS8jr7y8HNOmTQPAGETz5s3D22+/jTfeeAMffvihkOfHm//85z9Yvnw57r//fuzYsQNTp07F4sWL0dzcjE8++QRvv/02vvrqKzz++OO45ppr0NraCgDo6OjAvffei+eee07mK1Am9WwKw7AkFybCjIKo9ycgkSpTLCTlTDRhD1bJyu0Tvyi+voOZnIxaDbeBERIy5k1eP3oC4gvJkM2XRa8VMZLHbII7JBDGIYtHmkUvmlpoLClGHafaJ0b/H5IanGYRx0HSF71Ww21mxdqYu0VK1wSAXDZls16CFgQtMWMjJERhU+qG6MQgSrcYYBfIcOVqPGXo09oTDHORCCHk+Uldntw1RYdZ5eVChxn6JDNjJsissCl0I/RY0q0G7L3zVOz/w2mYnMsYR7tE1CUQUkthIKbk2UGBKUk43CpunavXH4oK5gnQB9Rm1HFzfpVMNbpiwesppGkakQjz0K1duxZnnXUWAKCwsJAzluTmySefxNKlS3HllVdiwoQJePHFF2GxWPDaa6+htLQUp556Kk444QRcfPHFsNvtqKqqAgD84Q9/wA033ICioiKZr0B5eH0hdLIy1kKlA47JtMGs16AnGMG2o25BjpkIYnnuCbGRPL/IRmxsekmKUXgjIs9uglZDIRShcahF/IkwNjVYKPGIvnCRPAnSNWOvxyxBeiNFUVz0SwzvZBNnSIgvIkMgz1OTV6Q6Q3Y+EKNZPVG1a5QgctQsoApyLCSSV9vRAx+7FrR2+vHENxWiCuIQwzjTJtyzQ9RaxTzvgSDXY9RpBOljSCK2rTLXFJFIXqEATsbRmVboZVTYFKMRel+0Ggrjs20AgFIR61yF1FIYCJtRh9GZzPzwncjiK8RBYtRqBJvjyDhXt/+0GqLz2tmecMIJWLlyJRYtWoQNGzbghRdeAMA0Sc/Ozhb0BPkQCASwfft23H333dzvNBoNFi1ahE2bNuHGG2/ESy+9hPb2dlRWVqKnpwejRo3Cd999hx07duD555+P63P8fj/8/ugCQXoEBoNBBIPS9xESmyMuZgK36LVwGjSCXePUXDs217ixsaIFJxYMXKwdDAYRCoUE/W5bOpmJ3KYX7npicRqZCIc/FEGTp1uwxsT9Uc2OT6bVAIoOI8g2DxaS4lQzKtq6sbO2HeOzenughR6fGhdjSGZYdEAkjGBE+OtxGBk/l7tH/Gf2aDu5Hj3C4RDCwl/OMWRYDKh29aCuoxuhTIug19jACmE4TVrJ5rt0qx6VLqDe3SXKZ7az6dtOo/DzQSZrODZ3+o45ttDPTjNbg+MQcJ4GgFyrDjoNhUCYxr76dkzNd+DRdYfw5MYqHGrx4B+/miTYZ8VSE/PshELCRN1zbMx4NHn9Q35HQo/PkbboXG2g6KSP62SdlC3eY+8tKSlnyy7y7QZBzmNUhgWlzV3YUt2GCVn9RzzF2BfENkIvsutF/U7HsNHxqjZx5jQAqGfn6jSR5+ppeSkob+nCj0dcuGx6LgBxxqfZw1xPilELDR2GEIfOtRtR2tyJapd44yAk8Z4jLyPv73//Oy699FL897//xb333otRo0YBAD744AOcfPLJfA4pKK2trQiHw8cYnNnZ2Th48CAWL16Myy67DCeeeCLMZjPefPNNWK1W3HDDDXjjjTfwwgsv4Nlnn0VGRgZeeuklTJw4sd/PefTRR7FixYp+Pz/W+PupcPAo42lKN2vQ7WlHoFOYFK1xaXpsrgF2VLegZcLARl4oFEJ7ezsAQKcTJvJW18ZckwlBtLQIL2dM0zQMWmZTdPBIA/Q5NsE/g1BW1wYASDPQolwLAIxw6FHRBuyobsIvCnt7BYUen8MNjDfQoYdo16MJMJtHd3cAzc3Noig2Eioameux6yOiXU9f7HompaWupR3t6cycJNSzc7SVcWpZqZBk15OiY66ntrUdLS3C152S9G1jsEvwa3LqGKu+zuU95thCPzv1bsYbbaZ9gl9HkcOAynY/vi2rRZ4hgG8PNwMADjV1iHYfHG4kc4Fwz44lwmwUm7y+IZ99ocenrI65njQjhY72tqSPZ9EyWSJNLvHGIB7Kmpg5IVMnzHo6ymlAaXMXtlc34ZfD+3eQirEvaOkKwheKgAKQSgn/DMWSZ2TmhcqWY+cFoSAORiv8ol7LaDsTZd9f3859jhjjU8Uqrtr0FLztbegUYN1OMzBry9Fmt6zPULx4vfFFfnl941OmTOmlrkn461//Cq1WPvneRHjggQfwwAMPcD+vWLECixYtgl6vx8qVK7F3716sXr0al19+ObZv397vMe6++24sX76c+9nj8aCwsBAZGRmw2+1iX4LkdNcxG6CsFDNys7MEO+7JI/14Y1cLKj1hZGYO3EaBeC4yMjKg1wsTom/oZtJ0izOdg352MmRYDaj3+NGjtYj2GQDgDjETU35aimifM6XQhTWVHWj0aY75DKHHxxthNj+5qTbRrmekxgrgIDyBCBxp6aLKj3eEmc1wXqp449OXvNQGoMoDH2VEamqqoM+OJ1QDAMhNs0t2PbnOBgDM9Qj9mb5gGP4ws9APz8tGZqawDpnxBUEA9Wj1QfRnx+3fDwAozskQ/Hs6eXg6KtvrsdcVwXVp6djXwhhL3hAl2n3gDjYCAPIFvNemWAIASuH2haG1OgcVpRB8bitlIl45DmHWhGxHEwA3glrhn4t4CUdo1HiYSPj04bnIzExP+pjTijrwSXk76nsGvrfE2BdUdDNGSZbNgJEFObAYxGsRcyJtBlCJo94gnKnp0IvQ4qC1mzEkR+cKPx/EcvJoCvi2DjXeEPc5YoxPpIG5HofFiKwsYfaiI7LagQMueMJa2Z6hRDAa46sV5X3nut1ufPDBB6ioqMCdd96JtLQ0HDhwANnZ2VxzdLnIyMiAVqtFU1NTr983NTUhJ+fYXiQHDx7Ev//9b+zcuROvvfYa5s2bh8zMTFx44YW46qqr4PV6kZJybITJaDT2+0Xr9XrBbmYl0dzJpMlk2oyCXt+Jw5geRWUtXdBotNAOUrCt0+kE/X4r2F5FIzNTRBuzTJsR9R4/WnvCot4XdWzefa7dLNrnTMxhnBdH3L5+P0PI8WnqZNWzUkyiXU+Og0mV8Yci6AwCNoFrmGJpYuukslLEG5++ZLNF6R2BiODPTgub2pgh4vj0hRTZe/wRwT+ztYfZOGgoINthEfz4ozIYo7GxMyDqs0PTNKeuWZhqE/w65o3MwL931GNPYyfK23zoCTJRJFdPSLT7oJF7doS717IdOph0GvhCEdR4AshxDh4ZFvL5aWTntmy7MNeTzipAdgaEfy7ipbatG8Ewk7kyKc8pyHlMyWOE2SpdPYMeT+i57UgHc78VOM1wWMXtaTk+xwGdhkJPMILD7T7umoUiFI5wc/VwEfc5ADA2m9kfNHgDiEADI1s/K/T4uHqYvWia1SDYMQtZBe9WEecxIYn3HHm5DPbs2YPRo0fjL3/5C5544gm43W4AwEcffdSrDk4uDAYDZs6ciXXr1nG/i0QiWLduHebMmdPrvTRN47rrrsOTTz4Jm82GcDjMeR7If8NSFM8cBxDhCCH6ksQyITsFBi2FzkAYuyVsfOoLhjmxEiLXLAak2LlZZBU3UiieJZISJQCMy2I2qtWubvHVQsn9JmKxuN3E1BgB4oiTxCJ0j8l4iAr/CK8eSgQrpOj5R4iqoQpfMxHbI08MYZxiVkWx0etHl4g9sTr9YfhYkScxRCNK2Mbh+xq9+LYyKrDg6g5windCQ54dIZUOSUN0AKiUWFGvjgjJWIW5HqKi6hHxvhoKoqiY7zDBKZAY0xRWlr+irRt+EWrMB6Ii5lrERq/VYGQ6MzfsqBW+jUJzZwA0DWgpRvVUTAqdZlBgnKZiCpgQYak0AZ2yZKzlVqgVGl5G3vLly3HllVfi0KFDMJmiD8FZZ52FjRs3CnZyybB8+XK8/PLLePPNN1FaWoobbrgBXV1duPLKK3u975VXXkFmZibXF6+kpARff/01Nm/ejKeeegoTJkyA0+mU4QqUR3STKqwRYdBpMJ6VS95S4xb02INR5eoGTQNWgxYj0sXpwwZEN9pEEUosiMFaLFB7i/4Yyxp5TZ0B0ZuiE9nnHBGNCIqiOCXFpk5xVQ+Jop4QynPxIlafRpqmuYVWio0QQUyjldTj2Yw6GERImcq1m6DTUAhHaFElxlvYXmlGnQZpIjgUxmXZ4DTr4A9F8OKmau73HT0hdIqkUkuMomR7yvWFtFGodknb909ohylR1/RI0ApmIA6zhnKB0yzY8zMy3QqLXgN/KILtIhhAA1HJtpwpkGhum8A6mfeJoCJK1tE0iwE2kVTECQadhlMRLmsWb45rFkHZmYjiMf1sxXVgSwmvJ/HHH3/Eddddd8zv8/Pz0djYmPRJCcFvfvMbPPHEE/jzn/+MadOmYdeuXfjiiy96ibE0NTXh4YcfxjPPPMP97qSTTsIdd9yBJUuW4L333sPrr78ux+krkgYRIyskQnSwSbqm6KQNQKHTLGrfMikaovtDYW7TPUKERuiENIuBG/+dIjZvBYB6NrImtlGUYRFXlh9g6lVIuuYwkRq790emLdqnUUg8vhDXEqRAZO9wLKTlhVsEY6I9pkdesj2++kOroTijokzEFiQtMV5us17469BoKC6adyBmvqYBHBWhB6AvpqdcsQA95WIh/UTrJW6IXiewPL8SjDyynhY5hZsPtBqK6yO3+Ui7YMcdChLJk2puG8/uf6pE6Gfa4I22T5CidU8xu75ViBgdbxahDyh5Flu7AugO/HSy93itAEajkWsXEEt5ebmiChZvuukmHDlyBH6/H1u2bMGsWbN6vZ6dnY3q6mrk5eX1+v2f//xntLW1obS0FCeddJKUp6xoyKY71yF8OuBYVuSgxi2dR5V4HgsdTP83sSBGUbuIRh7ZNBi1GtGNItLXZ0+9eKm1nf4QvGzqUbHIRhERXBCzx1RLpx/hCA0KP41IHllkrQat4A23B4NcT4cIzxJJPxWjRx6hmO0vKmYkj4xNqkUPgwjGKgCUDE/r9bNBy8yfR0WYv4kBZtRqkCdwKjoxupslTNGiaZq7JqHmtuFsJsrh1i5ZGoeTzwaY9VRIpuUzNWp7JSzlqGhjjK3hImb4xBItgxD++YlthC6mejSBOGKOtIu3lyPPq5BzdXaKERQFhGlxz11qeK0A55xzDh588EGuZo2iKNTU1OCuu+7CBRdcIOgJqigDmqaj6WYieLfGsE00j0jYiJJblERMbwSkieTFNkK3idAIPRayIIm5USULk1mvEbXGEADSLeI3Eq7nUmb0okaN+0LSwdy+EIJh4VJQOIPIrIdJREXSvnDPki8oeP2XFDWgZFNf2yHeJqIlphG6WJu6uTFGXrbNgJFsk/Q6ESJ5ZN3JsAk/t5FITbOEDdFd3UEuCj5MoMjkjHwHUow6ePwhrK9IviUDH8pa2EboAq+nU9m6vHIR15tYugMhrhRhYrZ4tfqxkHKV6nbha92laIQeyzB2/BtEjI4TR1aWTbi9gV6r4Y5X5ZK2RldMeBl5f/vb39DZ2YmsrCz09PRg/vz5GDVqFFJSUvDwww8LfY4qCsDjC6GbLXweLnDKDBCt9app75EsH5pL1xQ5JUPMOiJCrZsVJrAZRaknioUsSGKklhCiG24jrAZxjQgSyRNDzIMQu9BKkTJDIPdeVyCMzoCAzWhJSqBFL/r9FgsZK48vhG6BRSbEEpaKJboBEs+o4FKZRFSKPaHQCT2b/TAhJ4WrZxGiTreuo6eX0UUMxyybQfB7jdRcNYksihULuR6nWSdYFFyn1WD+SKZlweoDTUO8W3gqWrtQ3tIFDQWcWOgU9NjTiJHX0iXJ3qCSjeKlGHWC14AOBHGcurqDgju6GyQW/OLmOBEdJ2SOyxM4apzPzmM/+0iew+HAmjVrsHr1ajzzzDO46aab8Nlnn2HDhg2wWsWrB1KRD7IBshm0yBBhE0QieW3dQVG8wf1B0jWFrvPoS2z0QSyikTxxo15ATGqJiBNh1CjSi1IfFQup8+oQ0QiPGhBGaERMDe6L06TnUpFJCxQhEKPwPR7IWEVo4TfmQise9geZa8SsASPtE8RMOzXrtZhRwKTRTcxOQTbrAU82Gt4TDGPi4+sx7W8buEitmKq0pCavySud2EIdG8XNshphEdDhs2h0BgBgi4S1a4T3d9cDYIz/qQK3AJicawcF5t6SQgWVpGoWOEywGcUVKiHYjDoug0BowRJi5A3WB1JIiJHXKJIjyx8Kcw5zoUW/yD508xG3oMeVk4R3T8FgEDqdDvv27UNJSQluvPFG/OEPf8CiRYvEOD8VhUBSZjJtBkEXJoLdpOc2CjslUNHyh8KoaSftE4RtetwXYhR39AQREUlinLRPyBYwfWEgiJF31N0jeDSFIJaSa39IGckTMxWwPzQaiosWNAuYjhqbriklBp0Gdnbj1eAV1lCSMpIn1gYIiM7VYhvgjy4Zj1+MycAlM/K51gau7uTusQaPDx2+EBq8fnxfxaQdklpwIVOzCKQmz9UdhFtk9WNCXcxaKqTDZyFr5O2s96A7IK0Ay3uskfeL0RmCR1ttRh2nfv19tfgGLDEk80Wu1e8LeYaEdgDFCq9IAREWa/D4RKkPJenoWg2FHIHnhF9PZfQ5vixrFq0djNQk/DTq9XoUFRWpveN+ZsROFDqRIivjshgvyr4m4WWE+1Lt6kGEBix6LdejRixia/J6guIsviSSJ2QfqYEocpph0mkQDNPY2yDOWHFGkYgbbgKpyesQUZlOjh55BGJYNncJn65J+tZJSRr7mY0eYWsoOZl+AdUB+0IieQ1eH3wiKbiR2igxrwMAThuVga+um4M5xWncvNOWpKEUW7e8ge3BF42wCv/sZFgNsBm1oMEYR1IgltE6MScFWTYD/KEIPi9tFvTYg3GopRM76zzQUsA5k3JE+YzprPiKGH3k+hIbyZMScj8I7bwikTypWt0QR1ZnICxKVhYnLGXWwyJwKceSCVlwmHRo7gzgv/saBD22XPDard97772455574HK5hn6zyk8CrvhdxMgKqcurkKDA+hCRSHaaRBfCIBv7MA1ORl9oopE88Y0IjYbCaDatYU+jOBuj6P0mgZEnomIjQcrr6Usml0onnBHbxC20chitzPU0C5iuGQpHuOjksDTxjKMChwlaikIwTKNChJrWSITm0r3GSyQaAUQzCFxJRotj65Z3sy1aSO2vGA4fiqIwZxgjIrO2vEXw4/cHSdcUei6gKIqL5n1RJp2RR6J4JxWlcsaY0EyNqcsTG1KTVyCyk6QvxFHS2incOkTTNFcnK1V9odWo4xynZc3Ct8SKbYQutOiXUafFhdOYaN6bP9YKemy54GXk/eMf/8DGjRuRl5eHsWPHYsaMGb3+qfz0kEJ5bgzbRkGKoleiDFnkNIsWmSQYdVqkGJnJqF4EzxZN05xhLIYoTn+QNKcakcaKeDOlSG/kavJEjORx1yOBEd4Xspl0CZiOSgysdAnbJxBI9JA0/RaCpk4/IjSgpcQVYtJpNchzkGbBwm+A6jp86A6G2f5iEhp5Kew9lmQkLzZlen9TJ9q7A/jxqBsAcFKRM6ljD8S8EYyRt439HLGJFZIRmoWjmRZWW2ukaxz+3i4m4rFoTIZo9dOkjUJ5i/h9dEl/Nylb3QDR+6E9yZTnWNq6ApyqcpGE/UxJxoIYCtyxLWLEqG//7cwCAMC6Q63olLHvpFDwqio977zzBD4NFaWzr5FJyxMz5B+rsCk2XPsEibx16VYDvP4eQdTn+nK4tQsdvhAMWooTQxAbch+0iKRKR4xhKdJPY2vyQuGIKEY/uR6pU4CAqKHc4RMuPZBEvaQQ+umLGGq19R3RdHS7yHWGw9MsOOr2idIs+CBrOBY4TJI6FKLpmgFEIjTvzVdsuuah1i58tLcR4QiNEWkWzB6WNshf8ucU1sjbWe8BTdOi9xLjjDwRnh0Sydvf6EGz1y/68/n1oVbsafBAp6Fw7kRxUjUBYHo+E8mrcnWjvqMHeSIZLOEIzUWOSe25VJB0TZeAGSWkzMZp1sEpoUNuWKoZ22s7UCVCS6xmL1F2Fmd+KylOQ5HTjBp3D97YVoOb5o4Q5XOkgpeRd//99wt9HioKJhyhsaWGKXgW04gYS3rluXsQCIZhEFFqfj9rtBZI5K3LtBpR7erhNsdCsu0o47Udk2lDrl2a6yGS6WI1ESZ1K1KkmJBolMcXQncgDLtZWCMvHImmzAwTubF7f3ANxP3CGXliSVjHgxh9J6MpdEaYRG4JwdwDLlGcWaQerzjVAqOE/QuJkefuCaI7EIKNZwp87JiGIzQe+/oQAKb5ulhKhycVpUKvodDaFcCuOg+mi7jG1bR3c4a4GFkXxWkWjM20oqylC+/tqsdNpwwX/DMINE3j7s9KAQDnT87hUirFIN9hxqScFOxr9OLtHXX4/WmjRPmcuo4eBMM0dBqKyyySimgkT0AjL6YWXMrWPWSdE0NgKqrsLI7RqtFQuGBKLp7aWIlvK13HvZEnXYMjleOWA01edPrDsOi1KCkWx5sKMAuUTkPBH4qgVIRUJkJdRw82VjLKbbNESgHqC9mYCllHRCDpTBOybaKnnhJIJE+MBuK76zvgZVU7iyUwiohHkIY4/bJa2FRADSV9ChAQTREVysgTU8I6Hkh6rZBGXlQMwyB6JKeYrfkTo40CMSCKRawr7A8ShQjTQF0SG7u+0dnDrUwkoKQ4lf/JDYFZr8UJbG+3zw+K22Pu1v/uhy8UwfR8e6+G8kLyywnZAMSvy/vfvkZsrXHDpNPgxpLhoq8957GiLl+UiVc7ubXGDYCJRInZgqQ/yDPUJmC6JteKyGKQVCmUiK+IMcfFCq+IxagMJuDQ5BXHiS0lvJ7K1NRUpKWlHfMvPT0d+fn5mD9/Pl5//XWhz1VFJjaxssUTc2yipn/otRpOKnm3iEpnb/x4FBEamJFvxwK2hkFsuKJqEYyiqJEnXQ1ONJInrFFE0zSWfbgXANP3SYpInkGngcPERAmISqmQkPSfdItBdJGf/sgQOF0zVsI6V8Z0TSFrKLlIngQpjsRxUStCfS6p8xsmkcgCQa/VcJuuZJ4hUpOn10Y3pDaDFmeOz0ruBIdg3gimkfgWdpMvBqsPNOG/+xqh1VC467RRSBUp3WwJa+T9UN2OsAgS9gATZb3vizIAwMXT83GKSAZrLOew6aCbqtvRI1KLiK9Y8Z2TipySRsKBaPqukJG8aLsOaedprlWMCJlLnPCKiEZ4EXf+0vRsFhNeRt6f//xnaDQaLFmyBCtWrMCKFSuwZMkSaDQaLFu2DGPGjMENN9yAl19+WejzVZGBzWxz1Uk5dtG9QSQPfq9Iqo2RCI3Xth4FwCwaUqUwFHA1bMIaeaFwhJOVlqoeD+gdyROy999b22vxfXU7zHoN7jxtJEwSjQ/ZeItRKE6en3HZNsEln+OBqFEKFcnj0mXMelgM0jQLjkWMdM16CfsYTshhnDFVbd2CN+AmkTziiZaSHHaTSgxmPpAxnZobTf2bPSwVBSKLRpC6vF114qw74QiNW/+7DwBwyfR8nD8lV5TPAYC5w9OQYtShvSeItYdaRfmM7bVu7G/0wmrQYlnJMFEEMPoys8CB7BQjuoNhfLS3UfDj0zSNr9go4ewi8SLHA0HSNV09QfgEarUkRe/P/uBaxXj8gvcGjqZrindNJOOmqVP485caXkbed999h5UrV+Ktt97CzTffjJtvvhlvvfUWVq5cie3bt+Pll1/GX//6VzzzzDNCn6+KDGxiN6lTJFBrm5bHGCpEBlxoNlS2obKtG1aDFr9hpXKlgBhFQqcDljZ3ojsYhtWgxUlsypEUkEieqzsIj0CqjZ3+EO785AAA4OqTirBIoigrAAxnI8ikR5KQ/MBGwqfm2kVPBeyP2EieEAsWqStNs+hFr1/rDzGa19dziofie7wnZDOOrJauAGrdwnmKO/0hLjooZn3UQESbOSeTrsmM6YkxafQlxWmiGxElw9NAAahx94jSwueouweVbd3Qayn8/tQRoqlQAkxU9fSxzNz54R5xen2RaO3IdAtmFDhF+Yy+aDQUl7L5v33CG3mHWrtwpL0Hei3FfX9SQuYefyiCVoF6mnIiPxK37iH1pu09QcF75ZH1J9cu3lxNeoy6e0KCO+alhtdM8+WXX2LRokXH/H7hwoX48ssvAQBnnXUWKisrkzs7Fdlp7w5w3uESCVIyZrLRqNJmcZpsv7qlBgCweGympIXVpOeO0BPGj2x60bgsm6QpGRlWA/RaCjSAKpcwKY4/HnWjuTOATKsBy08dIYl3mEBqmBoEriGgaZoz8qbkSr/xBnoLr/hCyUfzSJ1HukX8+rX+iFXXDAvkZa3zSKfmajfpucj+1qPtgh2XyMunmvWcJ11KyHeXzBznZlNwCx1mnDYqHZlWA5d+KCZOsx6T2Ajr5weFr2UjRlGWzcipSIvJEja99bsqcXoZx6rRSjkHnDORuRc2VrYJHgVfw0bxpubaZYmEWw1amPXMljyZaHgsJJKXIXG6psOs56JhQs5xNE1z6Zpiin45zXrY2Kyb8lbx23aICS8jLy0tDZ988skxv//kk0+QlsYYAl1dXUhJka5GSEUcSI1CodMkSc0XSTmsauuGu0d4D8pnpcwC/svx2ZIaEfkxNWxChv9j6/GkvB6NhuLSs6oFkkmuZmvXRqZbMDxN2kWWeB6F9jrWtPeg3uODVkPh1FHpgh47XkidWZgWRg21VsL2Fv0R7WsYRLdfoLQm9pqkaqkyic2K2CVg7THJfhiWakaKSEqUg0HuB1cSwhEdbCTPadFh7XVzsO/O+TihUJo09JNZJ+bWGuE2pQQSsc22GSWp9TpzHGPklTZ3ilJnHO37Ke0csGBUBow6DZo6A9he6xb02KQeb/awVMkEzGKhKIr7Pus6hMn4qePmNekFskhW1rZa4eY4jy+EAFtnmieikjhFUdxaUClCdo+U8LqT//SnP+HOO+/EOeecg5UrV2LlypU499xz8Yc//IFrr7BmzRrMnz9f0JNVkR5STzQ51w6rBBuHfIcJGVYDwjTwfZWwi627J4h2dhNxyghpN9ykVYOrO8htZISAGHkTs6WVewYYWWtAuOb11WxEUA5ZflKT1yCw5DOJ4o3NtMrSPgFg1AOtbG1jgwBGbG0HiUpI39gdiDZDj9DAU99W4vWtNUk5TnqCYW5eGJ4ujZE3kXWYHW4RLjUwqqxpkSXCmk36fCUhHEHSNVPNTKPjrBSTZNcyZxhTh7WnQfgsEvLMkKbxYpNjN2Ekm4K+4XCb4McnThEpalhjMem13HUJKc4WDEfw9WGmfvFkEZVchyKbnVOFUKWMbd0jhUp1X6awKeNEIVcISD2eRa/lnH1iQcRXiHDa8QovI2/p0qXYsGEDrFYrPvroI3z00UewWCzYsGEDrr76agDAHXfcgf/85z+CnqyK9JD+eJNzpInKUhTFpWySWkChOMJGnJxmneRRiAyrAQY2vbFSoEnDHwpjTwOz0J0oUSuIWEidoVCpJSQiKKaHbiBIelu9xydopPWHaiZdamquHQYZ6tcIGaxh1ChATSiJSsjRCB0AjDot7KzD6f4vy3HVf3bjvd31vI9HNqxGnQY5EkUmJrLzqZBeYs7Ik1hZkxDbEJ0vbrbOUkxRhYGYzRp5pU1ewSLEhKMxkTypIJvsHXUdgh+7Pqb/mtSQVMpDAjpINh9pR6c/DKdZhwWjMgQ7bqKQujwh+uk2d/oRjtDQUNL0m+0LqQs+JGCNa6yyptiieeQ7qxdBBVlKeO86SkpK8M4772DHjh3YsWMH3nnnHZx88slCnpuKAiATqRR1BARi5JGG5ULBRYrsJlglVjmkKIqLUAm1sato7UYwTMNq0MoitECMsVaB6gyJx0zMguqBIDV5Hb4Ql4okBD8Q0SIZxicWkgYkhNAHiUrkyGTkAcCKM8Zier6da+FA+l7ygRMnsBlgM0rT4oIYeRVtXYLVFh1ia0fk2NABQB773PKdDyIRmmuLIYfxMCbTilSzHoEwjQ1J3E/9wUW/JXxmSA2wGIrBRFxHjpTtkemMkSdkCxISFZySa5fNeQVEjbxkUp4JxDhhWvdIn75N7r8KVw8CIWFaecQ2QhfbaUrSNcXonSslvL+liooK3HfffbjkkkvQ3MzUOX3++efYv3+/YCfXH7/73e9AUVSvf2eccUav97hcLlx66aWw2+1wOp24+uqr0dkZLZ6srq7GvHnzYLVaMW/ePFRXV/f6+1/+8pf48MMPRb2O44FwhEYNm88/VkKRElKXd1DghugkkpdrN0lav0Yo4NIbhTHyiNDCsFQznGbpN0UkktcsUO8/UpMnR1qj3aTn+nyVNglz33X6Q9zmQcxmzvEwPZ9ZcLcLIBFPDEU5xD0It80bgR3L5+OmucMBRB04fOBkxq0GyaKtpL65rTso2HxA0qblEI0AounbzV386o47AyEQezdDhkgeRVFcyub6CoGNPBL9ljKSJ6KRRwSqpKphjYWkawqpTEvWngKHWZZUZwK5P4TolRftkWeQrFVULKMyrDDrNfCHItgnkFp6tBG6+PMDUdgUo9eflPBa0TZs2IDJkydjy5Yt+PDDDzkDavfu3VxNnpicccYZaGho4P698847vV6/9NJLsX//fqxZswarV6/Gxo0bce2113Kv33HHHcjPz8euXbuQm5uL3//+99xr//nPf6DRaHDBBReIfh1Kp77Dh2CYhk5DcROrFMzIdwJgFqcuAdNmyEZQjgbOQLRXXp1ACo4kDaLQaRa9f2F/JOu5jyUQinCL0phMeTapI9h7/FCLMEbej0fdCEdoZKcYMTVfuh6G/UGMzGSFPrr8Ia5+bYSEc8JAkL6ayRhK5L7LsEo3L9iMOm4TsVWABtxeX4irhZPr+SFOH3dPCO08RLNIPZ5BS8Fuliai2pc55DkRuF8eET+RMpV2cm40JdgfFKZHJgD4gmHuXiMZEFIyMoNE8oQTlCFZJHkyZJHEkpUS7ZWXLFHnlVEWw1WrobiMhV0Nwhh5pGZezEbohCIRG7pLCS8j749//CNWrlyJNWvWwGCIWtQLFizA5s2bBTu5gTAajcjJyeH+paZGveSlpaX44osv8Morr2DWrFmYO3cunn32Wbz77ruor6/n3nPFFVdg9OjR+N3vfofS0lIAgNvtxn333YfnnntO9Gs4HiA1UjkpRjgleKgIxWlmOM06hCI0V9MkBNUxkTw5ELqNQjmbSlskgzcViPHcC1Hn1dGDCA0YtRrZjAcSmRIqnXYXWwszIcsGu0meTSvhlOHMHFnW0oW2Lv7jRRwUVoMWOSnyPEexjOWMvB6EwvxSgsh4S73BE1Jhkxi5dqNOtvktzaKHkY2E8uk36e5hHHo2ow4GrTzRFFKXt7dBOCMvEIpwKV/DJZzbRqRbYdFr4A9HBK3LIxttg5aSxWFK1oe6Dh8CArSEAYDqdvlEv2LJFjBdMzYNXS6IwmZpqzAGOSkfypdgnMi+qsnrF9RJIjW8EnX37t2Lt99++5jfZ2VlobW1NemTGor169cjKysLqampWLBgAVauXIn0dEYtcdOmTXA6nTjhhBO49y9atAgajQZbtmzBr371K0ydOhVr167F6aefjq+++gpTpkwBANx5551YtmwZCgsL4zoPv98Pvz+6YfJ4mIUhGAwiGBROQVEuDrcwNXG5KQZo6AiCQWHyquNhep4d31S48G1lK04dwSy8wWAQoVCI93dLUjJyrDpZxifHxmz0mzw9gnx+GdtLsNBukOV6Mi1MCkhLVwA9Pj/oSJj3+BxmryXXboBJA1mup8jByle7uwX5/P2NzHxQnGqSfT7IseqQn6JHnTeI1fsacMmMfF7HqWbrvjKtBhioiOzXNcxhgIYCugJhlDa4MY5Hm5dydp7Ll/g5GpdpxWelwKFmb9JzGzdX2w0wULRs45KXYkRVew8ON3swPTexFP9WL7MRtBm07Hoj/TVMz7WBAtDg9eNAvRuj2ahoMuNT094Dmgb0GkrytWdCtg3baj3YVNWGE/KFEU+rcTFzQIbVAING+nst36aHhgJ8oQjKmjowMtWU1LMDAFVtbPsRhzxrKSHNzKyprq5A0udR62b2O+kWefY7ADAxi3l+Kl0+Qc6BlKhIsefJtjLmkT8UQWWrB6MypFcwH4x4r5+Xked0OtHQ0IDhw4f3+v3OnTuRn89v8xAvZ5xxBs4//3wMHz4cFRUVuOeee3DmmWdi06ZN0Gq1aGxsRFZWVq+/0el0SEtLQ2NjIwDgiSeewHXXXYfi4mJMmTIF//znP7Fx40bs2rULf/nLX3DhhRdi27ZtOP300/HMM8/0ilbG8uijj2LFihXH/L61tbWX8Xe8cqCWqUvIMAItLS2SfvbYVD2+AbDnaBtaWpwAgFAohPZ2RshCp0v81iUTeaYuIPn1AEAKxXjnGjq6Bfl8YuTlGIKyXI+R9W51BcI4eKQe6WYt7/HZW8M4hzLNGnS0Cy/5HQ8ZeuZ6jro6Bfk+99a5AQA5xrAs4xNLKBTC9EzGyFtzoA6/KOTn3S1l54R0EwW3S55x6kuh3YAjHQH8UFaHdE3irVEONjHPUbZe2ueo0MIUoB1q9qC1tTWpue3AUea8M0wUXG3iO1oHIsuiRVU7UF7Xipa8xKLXNc1uAIBFC1mvYUy6CWVtPnyyqwq/ncY0305m7dlXyxpFFh2CnW609Einsjvaqce2WmBHdTNaxgqTxltWx3wPqUYKnnZxmq0PRa7NgDpvAFsP1cMxwp7Us+Pxh9HORpFz9X5Z52pdgDHM2roDaG5uTirNsrqVmddSKHn2OwBQZGHW1Ip2H1pbW3mND4Gmac7IyzNKM1dnWHRo7Q5hZ2UDHLRT9M9LBK83PmFCXt/4RRddhLvuugvvv/8+KIpCJBLB999/j9///ve4/PLL+RyyX1atWoXrrruO+/nzzz/HRRddxP08efJkTJkyBSNHjsT69euxcOHCuI6bn5+P1atXcz/7/X4sXrwYb775JlauXImUlBSUlZXhjDPOwD//+U/cfPPN/R7n7rvvxvLly7mfPR4PCgsLkZGRAbtdXjU9IWgNMEZxUYYdmZmZkn72tCIfsK0JTT0099nEc5GRkQG9PrENhMcXgtvHTDjTR+YhM1OalhCxjO/WAaiEyxdJ+vv0+EJo7mIWplmjC2S5nkwwaXtdgTA8lAVjM5hz4DM+bSE3AKAwzSb5vUaYWEQDOIrmnuTHh6ZpHHbtAQBMHZYt2zURgsEg5g5vw+rKbhxwBXmfj4dmopO5Tqvs10SYkOPAkY4WVPdoEj4nXzCMOi/jfDlhZD4yM50inGH/nDzaCHxRjUOuAOwOJluBz7MDAG0hZrNdmJYi67gMy6jDlrpOuMP6hM+DPsqMg8NilPUaZhWno6ytDpWdEGTt6axn5ukcuwl5OdnCnuwQnDi8C+/sa8PRLlqw77SrnHGW5jgsso3TmCwb6rwu1Pm1yMhgWh7wfXbq2XRpp0mHMUV5sqbWjzX6AJTC4w/DbE9FShLn0uorAwAUZqXJNk5zrU4A5WjpicCns2J4Jv99cUtnAB5/GBTYPU+6+LXHxWkWtHZ70BpKfD4TG6MxvlRpXkbeI488wqU1hsNhTJgwAeFwGJdccgnuu+8+Pofsl3POOQezZs3ifu4vSjhixAhkZGTg8OHDWLhwIXJycji1T0IoFILL5UJOTs6A13P66adj5syZWLp0KVauXAm9Xo/zzz8fX3/99YBGntFo7PeL1uv1vCYbpVHjZqKR+U6r5NczLoeZDGo7/L0+W6fT8fp+69mccLtRh6L0FFnGpzidMYJauoIIRihYkmguX93ILLTpFj2GZ9qh10svkQwwufHlLV046g3iZL2e9/gcZesH8hwW2Z6dUewC1OANQKPVJSVm0+z1w9UTBAXghGHpipgPTi5yAKjF/qZO+CPg1S6ggTWIcuwmRVwTAIzPScHnZS044vYlfE6H2nygacZZMTbHLuk1zSxKQ6pZj/aeIL6p7sCsTH7PDqCM5wcACp1MvVRrTyhxYyjARDZTTPKun+PZlN+jHQFB1p5GL2MgyvHMTC9gnAcVbT2CfXZTJ2O0ZtnkmwNGZdrwTYULtewY8R0bAKhjxyfPYUKq1SyL8jYh18mka0ZooKUngrQU/t8vaXMxIkOe/Q4AZDn0GJFmRqWrB2sr3LgxL/FMC0KVm824SDEiP80myZ6nKNWCbbUeHPUEFLPeEeI9n4TzBmiaRmNjI5555hlUVlZi9erV+Pe//42DBw/irbfeglYrnFRrSkoKRo0axf0zm48VmKitrUVbWxtyc3MBAHPmzIHb7cb27du593z99deIRCK9DEZCaWkp3n77bTz00EMAgHA4zHntgsEgwuHjt+AyWYhQiRwyyUQGvMHjg9eXfO41kRfPtRthNchjEOXYjaAAhCI0jriTK0TmRFdSzbAZpZdHJpAC6KNJXk9sD0O5IMp3Xn8ItUleTymbSptnN8nS968/RqQakWll+oB9eZBfOpwcUvBDQdq7kGc8Ee4fvOAAADxjSURBVGIVah0StyHRaigsGs1EIT4/mFzqUez8JidcWxUeYkykEXpKEs4vISB1eDU87qf+OEp65MnwzExm2yjUeXxoEqj/J1FtTJehlyFByF55UWVNeVorxaLXarhWPsmsQT0yK6DG8svxTPnUZ0nOcYdi9jwWifZwRGFTiOb0csHLyBs1ahRqa2tRWFiIs846CxdeeCFGjx4txvn1orOzE3feeSc2b96M6upqrFu3Dueeey5GjRqFxYsXAwDGjx+PM844A0uXLsXWrVvx/fff46abbsJFF12EvLy8Y67l2muvxVNPPQWrlZk0SkpK8PLLL6O0tBT/+te/UFJSIvp1KZFwhOYWOTkkufPsJpj1GoRpYJ8ATdGrYyZyOdoNAMwETprHVrYlJynMFSA75e3rU5xK2g4kdz1kfORckKxGHdeEOdkejaTXXnGadAvSUFAUhVNGpAEAvj7Mb8GtlXHDOhBj2eL+Izx65ZH7ttApz7zwi7FMCtCWo8mpH5LnR0r1xv4girt8FIQ7WNl4m8xG3hjWaVDj7kGYp2JrLGSzLsczk241cAqYm4+0C3JMTppfRtXGqMJm8oY4eXbkUqXtC9kj1CVhwJI+hkadRraWUYRfTmCMvO+r23krIANAOSv6JaWaOPksoih7PJKwkafRaDB69Gi0tUlfdK/VarFnzx6cc845GDNmDK6++mrMnDkT3377ba+0yVWrVmHcuHFYuHAhzjrrLMydOxcvvfTSMcd76aWXkJ2djV/+8pfc7x544AH4fD7MmjULo0aNwrJlyyS5NqVR3+FDKCJ9jzwCRVGct26/gEZejsyebtIrL5nmzYD87RMIxGjYXuvmfQx/KMxJ85MNllyQe31/U3L33AHWyBsuY8Pw/pibZB8wrhG6hP2+hmJcFpNeV+/xoT1B6fFDMmwcYvnFGMbI29/ohaubX0/QnmAYzaxRNUZmBTgSyeNj5JEWCikyZiYA0SwSrz+EKgGieSTalC3TZntqHhPN25akI4FADIgcGY0HriF6hw80TSd1LBLJy1dIxgW5tmRaq3CN0K0GXmn5QlJSnAq7UQu3L4TPS5uH/oMBOCTDnof0YT3cKkyfPzngJfP02GOP4c4778S+ffuEPp9BMZvN+PLLL9Hc3IxAIIDq6mrOUIslLS0Nb7/9NrxeLzo6OvDaa6/BZjt28bvuuuvwwQcf9PpdVlYW1q5dC4/Hg/feew8Wi7I2aVIhV4+8WEgEsSzJqAoQTWeSMx0QiPbKSzYdkHi1hsm82V4wikk329/oRVsXv94+R91MXZRRp5E9tWQKuyHa15CckVfKGonFSjPyhjNG+e4GDwKhxLyqvmAYLewYj8iQp+F2f2TZDLCbdKCR+MYoNl1TDorTLBieZkGYBtZU8Iu0kIwLi16LAqe88xtn5HX54QsmZrQqJV3TrNdyzrg99ckbRiSVXS5HApnThFhHgWgkT65nBoima7q6g2hMMspSpbBI3gI2hXtLDf/Ia31MjzyDTjo11/7QazVYOJy5B9/f08D7OLElKlIxPZ/p83ekvQetSfSXlRNeo3/55Zdj69atmDp1KsxmM9LS0nr9Uzn+ic1TN+rk8awSj+pRAfLu5W6ETiCboKYkGqLTNM15tUgzaLkYlmZBcZoZYRr49AA/L100ldYoe9Nw0rz1UJKeu1J2QyVHqvNgTM5Jgd2kQ1cgjG8qEqvLI95ho06jGK83wET9x7PPwe4EN+XkORqZIZ8xvphN2dx4hJ/nPppuZpTdQCJOtECYxlF3YvO2WyHpmkB0Xt3fmJxhFAxH0MjW88h1j5G6vMNJlggAQHcgxEVc5cxScJj1SGOdzwea+TvkaJrmsmpGZyljrl7IGnk76zrQE+CnCUEyYzKsypinTx/lBABsrOSXARiJ0Fw0bXy2dHueHLsJOSlG0AC+q5SnXUiy8JpN//73vwt8GipKg0x8chbyjyZGngApM+R6hsscKSIiEcl4VVs6A+jwhUABmJQrfeuEviwanYlXttTg64o2nFmcN/Qf9IF46PIdZui18nodp7Fe7/KWTtA0zave0eMLcgbRtHxltVLRaijMLU7DZwebsaasBYvHZg39RyykHi/bZpQ9Bagv47Js2FLjTigNtTsQ4lLpJvJooi4UvxiTiRc3HcGOhm5efx8VXTFBJ/PzY9BpkGE1oLUrgMq2boxOIP26g43k2RVg5I3JtGLdoVbO2cmXBg+TpaDXUih0yBTJY428Qy1dCIcj0CZxj5DaJKNOI1v6KWFspg2bjrRjd70XU5z8nl9XdxBef4g7nhKYnGNHukWPtu4gvixvxnmTchM+BllT8xTijDut2AG9hsKR9h5sP9qOmYWpCf19vceH7mAYWgqYIPFcPbPAgU9Lm7H5SDvOm5z4WMgNr6f9iiuuGPQf4bHHHoPb7RbqXFUkRAnFyNFIXnJGXqc/hFY2zUzuyNf8kYyE8M76DviC/Lx0RIgm125EtgIEME4bxVzT9jp+qU07apm/U0LUa3KuHRSA5s4A9wwkChFdSbfoUZwq/zX1ZR57D5LvPV6iyprypwD15cxxjLH6ZVkLIpH4anQOtzLjm2LUyZpWu2B0BvQaCjWeANaWJy6Iw2UpyLzpJpBUx0TVTkmEKNUin6AHYQyn2JqckUeMxCybEXazPMbruCwbdBoKnYFwUlEvIFqPl2k1yKZSTTixyAkA2JlE7RqZ49MtesWISWk0FBfN+4xndsyuOrKmKsNwTTFqcepIJsvv5c1HE/57klmT7zBz4mhSQVI2SwVKd5YaUVfqRx55BC7X8Rni/LlDNg5y1rARI6++I7k2CkRVLNtmkLWOAAAm5aQgzaJHTzDCa0MHAN+yKQ+Tc+2KUG48ja3LK2/pRqM38TRUItoyXmYDHABSTDqu8P37an41EaUxoitytrcYiHmsWM7O+g5EIvHX5dUQlUCFGBOxnDspB3ajDo1eP/67L766DyK6Uug0wSFjmrDTrMcl05kI+CNfVyT890dc0UieEiAp6TXuxAwkkq6ZYZU/SsxlkSSYctqX7awjZXSGVbayB4NOwynQbj7iTupYJPKdqQBHz+wiJhq0L4mUWk50xWGC1aCcuXoRK8j041F3wn8bjtDY08AYvkrKJPntTKbP9f/2N8btiCNE1cRNMOmlHacZBYyRl6zitlyI+pQmq3qkIh8kvVFOoyi2jcKBJCby9RWMUTSjwCl7zZdGQ+FUNpLyRRk/I28jmxs+PU8ZE3iu3YRxWVbQSFw8wh8Kc5HJEwqdwp8cD6axnrttPBZYgDGeAEbmW872FgMxs8AJk04Dd08oIVl18t5R6cqLTpr0WlzEGkqvbY3PU0zq8YalytsAGQDuPHUEKADfVbuxNUHBhSPt0Zo8JcD1ykvA4UPTNGfkpckk9BULySqocffAzzPjAgB+rHEDACZIWEfUH1NzmTltN09VXcIGdi1Vwhwwa5gTAJOa2MWzdi1WdEVJczWJ5O1t9CasGFze0omeYARmvYaLQimBcydmc464/7c3MQGWQzKIrhBmsN9hRVu3ID2bpUZZOTcqiqDB40OVqxsUgCl58tWqaDQURrCLyd5G/ovT+sOMwMTMAmVMeCTyxceICIQi2HSEMfJmDUssr11MFo5mPI+bjiaWDrS3wYtQhIbDpMMUBdQXAlHvZznP3n8kQjtDIfdbXww6DWaz9068joZIhMa3rHPhhEJlXtfvTiwEAHx9uBWenqEXY+JckDu6DzBGxVmjnQCAP39RFvffhSM0DreRHpPKUHLleuUloLbbHQgjxHr3pU7H6o/iNAt0Ggr+UARlLfwdjFvZOV7qOqK+EIXNZMRXaJrG6gNNAKIqvXIyPM2CDKsBwQiNzQmuOwTiMB0hc3/JvoxIt6LIaUY4QuPj/Y0J/S2pSx6dYUWmQlJQAUa19pIZTDTvlS01Cf0tcdSPlMG5UJRqhtOsQzhC4weBek1KiWrkqRwD6WUyITtF9sWJa6PAc6Ht8oe4hZb0dJMbEsnbXe9JWD1rR10HeoIROEw6lBQr43qAaCuFXU2J1eGQVM1xWTZF1OIAUYXNch73XF1HDw40dYJCtAeaEiG1oesPx6d2tq/Ri/aeICx6LTfWSmP2sFSMTLegJxjBy0NsIjr9Ifx3H7N5OqHAKcHZDc0ts5ii/jXlLdjXEJ9T6/WtNWjy+pFi1HGiQXLDRfI645cc7/Ax9XhaCkg1yx/J02s1nHrkbp41X22s+AwAnCKzUTSZdaAloxq8u96D2g4fTDoNzpoQv2CTWFAUhTmss2pLbeJj1OUPcQ45siYriTPGMevHe7sTi3rtqo/W42llzlDoy1UnFQEAvjncFnfLpUMtndhe2wEtBSyR4b6jKAoz850AgE08SzjkRDXyVI7h01LGW1cyPFXy/Oe+kLQQvrURm460IximkZ1ixEkKSQecmJOCDKsBvlAEX5YnVli9kfVoTc93IMOmDKMIYIwGCsCRjgAqEthIEPGP8Vk2xaTLkEhetasbHT2JpcqsO8REjcdn22R3kAzGxdMZj+p3VS6up99gkDStqXl2xdR+9YWiKFx5EhPN+2iIfkzv765HVyCMIqcZ50/JkeL0hmRStgWLx2QgQgPLP94/5Ps9viDu/fwgAGDprCLZRaUIxMiraO3CkTjFi2LbJ8hVu9YX4mAkNbaJQjI1Cp0mjJJZVIoobB5xdcPj49e+h0TxZhWlYnia/OmaALiMhP0tie8P1pS3wBeKIM9uVKRD7upZjEG0prwFDQmIz5FInhKEzPpyQqED47Ns8IcjeHhteVx/8+6uegDASUWpmMEaW1JDsnL2NyYnXCQHqpGn0otAKII15cxGVQkpGaPZiYpPVAWIhvlnFjjgVEikiKIonMZ6Dr88mFhdHukzMz3foRijCADSrQYu3fKTBBTBiDDBOIVsUAGmFjTdokeYBr6tTMxzt4b1DM8qkt9BMhhjs2xYNCYDNIDH1h0e8v0buPvOLnv92mCcz0pc/1jrhnuQWpZX2UjfOROzka6QXlIAsPKMMQCANeWt2DJEatDKNYfQ3BlAUaoZN58yXDHzwcwCB1KMOjR1BjD+8W/w/PfVQ/5NGztWNqNOdkEPAlEm5Cu48GNMqqbcAln5DhOTckYDW2v4qSATI++UEWmKiRDNYhU2S1sTV+D+337meuaPSFdMFkksJxWlYnq+HcEwjSc2VMb1NzRNYyerrDkxR3lORoqicNeCUQCAZ76twrohxOdomsY7O+sAMP1E5ZobSG1jMq2v5ELUb+yUU06B2Sx/vYNK/Hxf7YLXH0KaRY/TFeDdIuewq86DQzwMPaXV4xFOZVPefqiOX302HKHxXZVy66IWsK0U4lWlDIQi2NvAeMZmKiTKCjALEZnUz35tKxz3fI63d9QO+Xc0TWMt6yA5id18KJnbThkBAPh/+xrROUhBOU3TXARZqXWGhHFZNoxItyAYpvEf1gPcl7LmTnxf3Q4NBfzfFGX1PZqaZ8evpzLndOt/9+F/+xrx0qYj6GJ7eRF213fg798yG7/l80Yoph4PADJtRmy6uQTT8+3oCUaw7KO9+IadhwfiazYCPirdKnuvTMKS8Uxq2FflLej0Jy648KNC6vEAZk4j0bzvE1hzCE1eP1f2oKSo14lFTlAAmrpCOJxADXU4Eq0vnKfAVE3Crewc/faOOoTjUKRs8PjR0hWAhlLuGnT5CQW4cGoewjTwm7e2c205+mNvgxelTZ0waCmcN0m+jAuy7rX3BI87QcmkZ1OfzwePx9PrH+Gzzz5Dbq6yFtGfC5EIjf/srIs7JE74lJ34Th6Wqgip9GFpFswbkQYawPObEivWja3HU0JUMpbzJuVASwF7GrzYFqea3r5GDzp8IVj0WswfobyFaT7bB2dbnP3X9jd6EQhHkGLUYbqCpJ4B4IoTC2FkvYYefwj3fHZwyMl9f6MXjV4/jDoNTh+rnI3QQJw5LgvFaWZ4/SE8813VgO872NyJlq4AjFoNJ+2tVCiKwrkTmc0A2cT15bWtzDxycnEa5iiorpXw8JnjoKWALTVunPf6j7jugz34zVvbufuvOxDCxf/egWCYxvwR6fjdiQUyn/GxTMy1Y9tt83DRNEbx9MYP9w66SSX1kUqqjTptVAaK08zoCoTxEo/eXsTIm6SQiAoxzlZtr0tYwv6z0ibQNJNWryQHo92k51rvfJVAS6JN1S60dgWQYtRxxrwS+c20PKSa9Wj0+vHGj0Pfg6QerzjVggKHMgMsFEXhtd9MxZgMK9q6g1j63u4B3/vuLiaKV1KcJmtkcnSGFQ33/wKV9y5UTMZEvPAy8rq7u3HTTTchKysLVqsVqampvf6pyM+PR9246N878MCX5TgYR80N4bODTKpdyfA0xdzMV57I5KZ/vL85IS/KOzvrFFePR8hzmHDm+GwAwNPfDrzBjuVDts5omkLrouYWp0FLAXUeP/Y2DG3oRUVXrEg1Kytd5rKZBfA+fAYO3nUqzHoNjrT3cIJEA7GWjUbMyHdgWKpyIisDodFQnKf4H99Vo7NPtIhA6vEm56YoduMQy9kTmefqu2oXQuHefQAPNHrxLGvQnjcxWzGpgbGMzrThrgWjYDVoMSbTCq2GwqelzXh1Sw1omsbyjw+gtKkTGVYDHj5zLBwKe3YIGg2Fp8+bhBSjFgebO/HUAClnVW3d2FXvgYYClkzIlvgsB0ajoXD9nGIAwL939B8VHoi6jh40ePzQUMpxMC4rKYbVoMWh1i6s2lEX99/RNI0XNx0BwNRey5162heSQfKX9VVxtxv4f6xTYe7wVBQoQF13IEx6LZbOZvY/yz7ai3eGGLfYejwllwtYjTqsumwGAODLshbUuY9Nt63r6MELPzD33eKxmdDJGOHXaCjk2E2KyTJIBF5nfOedd+Lrr7/GCy+8AKPRiFdeeQUrVqxAXl4e/vWvfwl9jio8mDUsFaePyUQoQuP2OIr4AabJdmlTJ7RUVNlJCVwwJRdmvQZHO3z49kh8USKvL4T7WCnyi6fnKaYeL5br5gwDAHxyoAm+YP8bbEJ3IMTVtpwzKVuRdVF2kw5Tspkayk/29x9FIfhDYTy1kdn0Tc5VZp2XXqfF2KwUTqTk+R+qB3yvLxjGP9mN0Kwip2JqVobimllFKHCY0OD148YP9xzzursniH+w992MAsdxcV1zh6fBYdLB3RPCFwejhrkvGMYlq3agJxjBnGGpuIJtuaBEHj5rPFwPnYF9d56KP/1iNADg9v/tx7S/bcA/Nx0BBeDBxWNQosCIfixZKUY8dMY4AMDKtf07HP/HSsRPz3fI2rKnP353YiF0Ggr7mjqxsyH+cgGiWjsi3YJhacowIlItBtw8dzgA4NF1h+J2mH5b6cLWGjcMWoqTwFcSf1o0Cnk2PRq8fpz/xrYho5TNXj9e2szM1QtHZyrGmT0Q9y0ag3kj0uAPRXDJqh14aE3/2VltXQEuS0FJNe4DcUKhEycUOhCK0HhifUWv12iaxjXv7Ya7J4gJ2TZcNlN52QrHC7yMvE8++QTPP/88LrjgAuh0Opxyyim477778Mgjj2DVqlVCn6MKTx5bMh4AI+7x4xApgeEIjZv/3z4AwLmTcjAxRznpcykmHf5vCpP28+qO+KJ5j359CE1ePwqdJi5aoTTOGJuJnBQjOnwhvD5EKsab22rR1h1Evt2E385U7uZ07jBmk0aiWgPx4FflONDUiXSLHtewKmJK5drZjDG+9lDrgLLPD689hIPNzPVcOlN5G6GBsBl1eOOiaQCAt7bXYU1Zb6Po3Ne2Yn+jFxlWAy6afnxcl16rwVlsCta9n5fh4re24/w3fsSCFzZhd70HqWY9Hj5rHDIU1EOqPww6DfRaDe5dOBozCxzoDISxp8ELo06D2+aNwJUnKfu5ISwrKcbEbBs6fCHMfuY7rD/cCndPkFPUJI2RTx2ZrhhlTUJ2ipGLDD+8oRbdcbS8aen04/efHAAAnDJcWde0fP4ImPUalDZ34q1tQ9cZA8Bf2Q34kvHZOFmB6c2pFj1eO28UDFoK6yvacM9npYO+/+F1h9DpD2Nclg2XHwfGQ4pJh69vOBnLTi4GwPTRfHdn74heIBTBBW9uQ0VbN3JTjPjN9DwZzjRxbmGdDu/squeyLiIRGn/fWIkvDrbAqNXgwcVjka/gaKvS4WXkuVwujBjBbJztdjtcLqaQd+7cudi4caNwZ6eSFNMLHLhgSi5oADd8uBfv7qzDFweb4Qseu1C9vPkIdtd7kGLU4Y75IxQXlr6KlUZfW+XFaS9uwbaj7gGNvbLmTjzJpgbdeoqyRAli0Wk1nIHz8NrDeOGH6n6NiHCE5lKdLp6RhzyH8lI1CWeMcgJg+uC8ynpL+/JjjRt/+YbZONy1YJQi66JiOanIifHZNvhDEfxh9QHsqHWjg92g0jSNrTXteOxrRqHyrgWjcELh8ZWyvnBMJvd8XfDmdqxcU463d9Ri7j++x8ZKF6wGLZ49bxJOU2h/vP4gdXl7Gjx4d1c9/t/eRmxi1SrvP32Momq/hkKn1eDDK07AGeMyccvc4fh22cn469kTFJ2OFYtOq8G6G07G5NwUdPhCOO2FTUi97wuk3vcFTnxqIycmdcZYZdZG3TF/JCgAm+q6cMLT32NX3cDZJCQC0ej1Y3iaGX9cMFK6E42DTJsRN7LGwtXv7cbLA8zRhAONXqw+0AQKjGCGUiP5k7Mt+Ps5EwAAf/mmgoto9aWqrRsvsBkZN88tRqYCdAfiQauh8I8LJuPGkxmH49X/2Y0Pdtfjlc1HsOzDvZjx1EZsqGiD1aDFU+dOxOxhyl5TCb+emoc0ix5NXj+Wf3wAN3+0F0Ur12L5x4yT5MaSYpw3WdX1SAaK5iEVM2XKFDz77LOYP38+Fi1ahGnTpuGJJ57AM888g8cffxy1tfF5iH5qeDweOBwOdHR0wG5XRiSsvKUTE/7yDcIxo5xi1OL8yblYOnsYTi5OxbpDrbjore1o6w7i96eOwOO/nKDIFIaHvjyIh9cdhp+9mEyrAWeNz8LvTx2JSaxy2P5GL37xz01o8PhxYqEDX107W5GpmoSj7T2Y8rf1cPcw6ZoGrQa/nZmPS2YUIByhUdfhw1flLXhnZx1SjDr8cHMJd61KIxgMoqWlBU9vd+Hx9VUw6jR4+ryJaPIGYNJpcO6kHGyvdeO6D/ag0x/GL0Zn4MPfnYgUk7JqPPrj6Y2VuO1/vdOe0yxM02ZXN2PwLRiVjv9eeZIir4eMTWZmJvT6Y5tNe3xBnPzs98f0ATLpNPj7uRNx7ZxhipwTBiIcoXHf5wdR3+FDmlUPk1aDMA0MSzXj6llFijOQhhqfnwLdgRAu/Nd2fNpPbevYTCu23z4PVqPynh0A+HRfPS5/ZxdcvjAoMCUEDywe20sMosHjwz2fHcQbPx6FXkvhjd9MwyUKjBT1BMP4vze34TN2HP5vSi7u+8VoTM1zcI5TiqKwtrwFt/1vP/Y3enHqyHR8ce0sRUUlCbHPzp2fluHpb6ug01B48pwJOHN8NkqbvPj39jocaGKEsVq7AjipyIm1181R5Fw9GMFwBKc+/wN+6EfB2qCl8MTZE7CsZLiiyh+GmtvuWn0Aj3/TO13TZtDiV5Nz8cQvxyNLgfoDSiBee4OXkffUU09Bq9Xilltuwdq1a3H22WeDpmkEg0E8+eSTuPXWW5M6+eMVJRp5APD899X417ajCEdoHHX3oKkzGi3KSTGi0esHwCgIfX3DbBQ4lRn5CgaD2HboKP60oRHfVbfDH4qKKiwcnYE0ix5fH2pFW3cQozIseOXCaZh/HHjs6zt68PeNVfjf/kaUDyIDff2cYXj+gsmK3WyTyTwtPQO/fH071xi8P6bn2/HP/5uCE4uOj6hXdyCEGz/ci511HtR29HCGHQBoKKbZ8N/PnYj5Co12xWNEhCM0Xtp0BE9urEB3IIxfTsjGpTPyUTI8XbEe/J8KPwcjj9Da6UcgFIE3EMKbP9biu2oXLpqWhxtLhst9agMSDAZReqQed66tw1eH2rjfLxydgV+MycTOug58sr8J3WyWzJ2njsQjZ42TVSxiMCIRGnd/Vtprc2036tAVDCMcoWHUabj11WbQ4uVfT8VFCqzHA3o/O1qtDue/8SPXA68/dBoKb1w0DZcq0ACPh2avHwte+AGu7iCK0ywYkW7BpJwUzB2RhtlFqYq754aa2xo8Pix6cRMoUJiUm4ITCxw4b3IuRqRbFLvXUQKiGnl9OXLkCLZv345Ro0ZhypQpyR7uuEWpRl4skQiNT0ub8PLmGnxV1gJ/OAK9lsIFk3NxyynDFZ06FztZBGkKnx5oxj83H8HXh1oRexNPzE7BKxdOwWwFX0t/0DSNNeUtePybCpQ1d8Ks1yLFqMPEnBTMLHDgspn5imrc3JfY8fEGaZz96la4e4IYmW5Fa1cAW9kU26tPKsL9p485bvPsaZpGg8eP/Y0e9AQjmJiTgjyHCWaFRYdiSdSI6AmGFX09PzV+Tkbe8Ujs+Oys78Tdn5VifUUb+mp8TM5Jwa3zhuPi6fmKU6Hsj03VLjzwZTnWHmo55lq0Ggr/NyUXt84txuxi5aht96Xvs+MLhvHnLw7iy7JWHGjywmHS4cxxWZg9LBUZVgOGpVpwUpFTUdEuPoTCEcUZdP0R79wWidDH/ZhIiWhGXjAYxBlnnIEXX3wRo0ePTvpEY/noo4/w4osvYvv27XC5XNi5cyemTZvW6z0+nw933HEH3n33Xfj9fixevBjPP/88srOj0ss1NTW44YYb8M0338Bms+GKK67Ao48+Cp2OmXR37tyJq666CocOHcJpp52GN998E2lpjEEQCoUwa9YsvPDCCzjppJMSOv/jwciLpbXTjw/3NmBUuhXzR6YrfsIYaLLYWevGuzvrQQNIMepw4dQ8jM1WvrrUYNA0rdhFdSCGmsxbOv2oauvGtHyHIqXrf8qoRoSyUcdH2fQ3PmXNXvzl6wrUuHswNtOKqXl2/N+UXKQp2BE3ELXuHhxq6UKKSQe9loI/GIHFoMXYLJvi6vP7Mtiz0x0IoScQRrrCRZZ+yqhzmzjEa28k7GrS6/XYs+dYqW0h6Orqwty5c3HhhRdi6dKl/b7n9ttvx6effor3338fDocDN910E84//3x8//33AIBwOIwlS5YgJycHP/zwAxoaGnD55ZdDr9fjkUceAQBcc801WLBgAf7zn//gmmuuwSOPPIInnngCAPC3v/0NJSUlCRt4xyMZNiOuY/sAHc9ML3BieoFT7tMQlOPNwIuHTJsRmepiq6Ki8hNgbFYKXmOVaY93CpxmRfeL44vFoDsuIqoqKmLB6+6/7LLL8Oqrr+Kxxx4T9GR++9vfAgCqq6v7fb2jowOvvvoq3n77bSxYsAAA8Prrr2P8+PHYvHkzZs+eja+++goHDhzA2rVrkZ2djWnTpuGhhx7CXXfdhQceeAAGgwGlpaVYtWoVxowZg4svvhirV68GAFRWVuLVV1/F9u3bBb0uFRUVFRUVFRUVFRUVqeBl5IVCIbz22mtYu3YtZs6cCavV2uv1J598UpCT68v27dsRDAaxaNEi7nfjxo1DUVERNm3ahNmzZ2PTpk2YPHlyr/TNxYsX44YbbsD+/fsxffp0TJ06FWvWrMGoUaOwbt06ro7w+uuvx+OPP46UlPgasvr9fvj9fu5nj8cDgAlPB4PBgf5MhSfBYBChUEj9bhWKOj7KRR0bZaOOj7JRx0e5qGOjbNTxEYd4v09eRt6+ffswY8YMAEB5eTmfQ/CisbERBoMBTqez1++zs7PR2NjIvSfWwCOvk9cA4JVXXsGNN96IJ554AiUlJbj77rvx1ltvwWKx4MQTT8TixYtRUVGBiy66CCtXrhzwfB599FGsWLHimN+3trb2Mv5UhCEUCqG9nZEOJvWVKspBHR/loo6NslHHR9mo46Nc1LFRNur4iIPX6x36TeBp5H3zzTd8/qwXq1atwnXXXcf9/Pnnn+OUU05J+rjxMHHiRGzYsIH7ua2tDffffz82btyIm2++GSeffDI++ugjnHjiiZg1axbOPvvsfo9z9913Y/ny5dzPHo8HhYWFyMjIOC6EV443iOciIyNDLeBVIOr4KBd1bJSNOj7KRh0f5aKOjbJRx0ccjMb49A14GXlXXXUVnn766WPSGru6unDzzTfjtddeG/IY55xzDmbNmsX9nJ8/dA+WnJwcBAIBuN3uXtG8pqYm5OTkcO/ZunVrr79ramriXuuP5cuX47bbbkNBQQHWr1+PlStXwmq1YsmSJVi/fv2ARp7RaOz3i9br9erNLBI6nU79fhWMOj7KRR0bZaOOj7JRx0e5qGOjbNTxEZ54v0te2rhvvvkmenp6jvl9T08P/vWvf8V1jJSUFIwaNYr7ZzYPrew0c+ZM6PV6rFu3jvtdWVkZampqMGfOHADAnDlzsHfvXjQ3N3PvWbNmDex2OyZMmHDMMdetW4fS0lLcdNNNABh1TuJ5CAaDCIfDcV2PioqKioqKioqKioqKEkgokufxeEDTNGiahtfrhclk4l4Lh8P47LPPkJWVxftkXC4XampqUF9fD4Ax4AAmApeTkwOHw4Grr74ay5cvR1paGux2O26++WbMmTMHs2fPBgCcfvrpmDBhAn7729/i8ccfR2NjI+677z4sW7bsmKibz+fDTTfdhHfeeQcaDWPvlpSU4LnnnsOyZcvw4YcfiiYio6KioqKioqKioqKiIgYJGXlOpxMURYGiKIwZM+aY1ymK6leIJF4+/vhjXHnlldzPF110EQDg/vvvxwMPPAAAeOqpp6DRaHDBBRf0aoZO0Gq1WL16NW644QbMmTMHVqsVV1xxBR588MFjPm/FihVYsmRJr4brzzzzDC655BLMmzcPl156KS644ALe16OioqKioqKioqKioiI1FE3TdLxv3rBhA2iaxoIFC/Dhhx8iLS2Ne81gMGDYsGHIy8sT5USPB+LtQK/Cj2AwiJaWFmRmZqq53QpEHR/loo6NslHHR9mo46Nc1LFRNur4iEO89kZCkbz58+cDAKqqqlBYWMilOKqoqKioqKioqKioqKgoA15W2uuvv97v7zs6OnDxxRcndUIqKioqKioqKioqKioq/OFl5L366quYO3cuKisrud+tX78ekydPRkVFhWAnp6KioqKioqKioqKiopIYvIy8PXv2oKCgANOmTcPLL7+MO++8E6effjp++9vf4ocffhD6HFVUVFRUVFRUVFRUVFTihFcz9NTUVLz33nu45557cN1110Gn0+Hzzz/HwoULhT4/FRUVFRUVFRUVFRUVlQTgrZzy7LPP4umnn8bFF1+MESNG4JZbbsHu3buFPDcVFRUVFRUVFRUVFRWVBOFl5J1xxhl44IEH8Oabb2LVqlXYuXMn5s2bh9mzZ+Pxxx8X+hxVVFRUVFRUVFRUVFRU4oSXkRcOh7F371783//9HwDAbDbjhRdewAcffICnnnpK0BNUUVFRUVFRUVFRUVFRiR9eRt6aNWtQUVGByy67DHPmzEFdXR0AwOVy4b333hP0BFVUVFRUVFRUVFRUVFTih5eR9+GHH2Lx4sUwm83YuXMn/H4/AKZP3qOPPiroCaqoqKioqKioqKioqKjEDy8jb+XKlXjxxRfx8ssvQ6/Xc78vKSnBjh07BDs5FRUVFRUVFRUVFRUVlcTgZeSVlZVh3rx5x/ze4XDA7XYne04qKioqKioqKioqKioqPOFl5OXk5ODw4cPH/P67777DiBEjkj4pFRUVFRUVFRUVFRUVFX7wMvKWLl2KW2+9FVu2bAFFUaivr8eqVavw+9//HjfccIPQ56iioqKioqKioqKioqISJzo+f/THP/4RkUgECxcuRHd3N+bNmwej0Yjf//73uPnmm4U+RxUVFRUVFRUVFRUVFZU44WXkURSFe++9F3feeScOHz6Mzs5OTJgwATabTejzU1FRUVFRUVFRUVFRUUkAXkYewWAwYMKECUKdi4qKioqKioqKioqKikqS8KrJU1FRUVFRUVFRUVFRUVEmijLyPvroI5x++ulIT08HRVHYtWvXMe859dRTQVFUr3/XX399r/fU1NRgyZIlsFgsyMrKwp133olQKMS9vnPnTkyfPh02mw1nn302XC4X91ooFMLMmTOxdetW0a5TRUVFRUVFRUVFRUVFLBRl5HV1dWHu3Ln4y1/+Muj7li5dioaGBu7f448/zr0WDoexZMkSBAIB/PDDD3jzzTfxxhtv4M9//jP3nmuuuQYLFizAjh070NHRgUceeYR77W9/+xtKSkpw0kknCX+BKioqKioqKioqKioqIpNUTZ7Q/Pa3vwUAVFdXD/o+i8WCnJycfl/76quvcODAAaxduxbZ2dmYNm0aHnroIdx111144IEHYDAYUFpailWrVmHMmDG4+OKLsXr1agBAZWUlXn31VWzfvl3Q61JRUVFRUVFRUVFRUZEKRRl58bJq1Sr8+9//Rk5ODs4++2z86U9/gsViAQBs2rQJkydPRnZ2Nvf+xYsX44YbbsD+/fsxffp0TJ06FWvWrMGoUaOwbt06TJkyBQBw/fXX4/HHH0dKSkpc5+H3++H3+7mfOzo6AAAulwvBYFCoy1VhCQaDaG9vh0ajgV6vl/t0VPqgjo9yUcdG2ajjo2zU8VEu6tgoG3V8xMHr9QIAaJoe9H3HnZF3ySWXYNiwYcjLy8OePXtw1113oaysDB999BEAoLGxsZeBB4D7ubGxEQDwyiuv4MYbb8QTTzyBkpIS3H333XjrrbdgsVhw4oknYvHixaioqMBFF12ElStXDngujz76KFasWHHM74cPHy7U5aqoqKioqKioqKioqPTC6/XC4XAM+LpsRt6qVatw3XXXcT9//vnnOOWUU4b8u2uvvZb7/8mTJyM3NxcLFy5ERUUFRo4cGddnT5w4ERs2bOB+bmtrw/3334+NGzfi5ptvxsknn4yPPvoIJ554ImbNmoWzzz673+PcfffdWL58OfdzJBKBy+XihGNUhMXj8aCwsBBHjx6F3W6X+3RU+qCOj3JRx0bZqOOjbNTxUS7q2CgbdXzEgaZpeL1e5OXlDfo+2Yy8c845B7NmzeJ+zs/P53UccozDhw9j5MiRyMnJOUYZs6mpCQAGrONbvnw5brvtNhQUFGD9+vVYuXIlrFYrlixZgvXr1w9o5BmNRhiNxl6/czqdvK5DJX7sdrs6WSgYdXyUizo2ykYdH2Wjjo9yUcdG2ajjIzyDRfAIshl5KSkpcde+DQZps5CbmwsAmDNnDh5++GE0NzcjKysLALBmzRrY7fZ+G7evW7cOpaWleP311wEw6pyknk6tq1NRUVFRUVFRUVFROd5QVAsFl8uFXbt24cCBAwCAsrIy7Nq1i6ulq6iowEMPPYTt27ejuroaH3/8MS6//HLMmzePE085/fTTMWHCBPz2t7/F7t278eWXX+K+++7DsmXLjom6+Xw+3HTTTXjppZeg0TBfRUlJCZ577jns3r0bH374IUpKSiT8BlRUVFRUVFRUVFRUVJJDUUbexx9/jOnTp2PJkiUAgIsuugjTp0/Hiy++CAAwGAxYu3YtTj/9dIwbNw533HEHLrjgAnzyySfcMbRaLVavXg2tVos5c+bgsssuw+WXX44HH3zwmM9bsWIFlixZgmnTpnG/e+aZZ7Br1y7MmzcPZ599Ni644AJxL1olboxGI+6///5jjHUVZaCOj3JRx0bZqOOjbNTxUS7q2CgbdXzkhaKH0t9UUVFRUVFRUVFRUVFROW5QVCRPRUVFRUVFRUVFRUVFJTlUI09FRUVFRUVFRUVFReUnhGrkqaioqKioqKioqKio/IRQjTwVFRUVFRUVFRUVFZWfEKqRp3IMjz76KE488USkpKQgKysL5513HsrKynq9x+fzYdmyZUhPT4fNZsMFF1zANZ0HgN27d+Piiy9GYWEhzGYzxo8fj6effrrXMb777juUlJQgPT0dZrMZ48aNw1NPPTXk+dE0jT//+c/Izc2F2WzGokWLcOjQoX7f6/f7MW3aNFAUxfVUHIiGhgZccsklGDNmDDQaDW677bZ+3/f3v/8dY8eOhdlsRmFhIW6//Xb4fL4hz1sofq7j89FHH+EXv/gFMjMzYbfbMWfOHHz55ZfHvO+5555DcXExTCYTZs2aha1btw55zkKhjs3AYxPPdyM26vgM/uwQHnvsMVAUNeAcKBbq+Aw+PnV1dbjsssu48548eTK2bds25HkLgTo2A49NOBzGn/70JwwfPhxmsxkjR47EQw89BCl1DX+u4xPv+ci5L5AVWkWlD4sXL6Zff/11et++ffSuXbvos846iy4qKqI7Ozu591x//fV0YWEhvW7dOnrbtm307Nmz6ZNPPpl7/dVXX6VvueUWev369XRFRQX91ltv0WazmX722We59+zYsYN+++236X379tFVVVX0W2+9RVssFvqf//znoOf32GOP0Q6Hg/7vf/9L7969mz7nnHPo4cOH0z09Pce895ZbbqHPPPNMGgC9c+fOQY9bVVVF33LLLfSbb75JT5s2jb711luPec+qVatoo9FIr1q1iq6qqqK//PJLOjc3l7799tsHPbaQ/FzH59Zbb6X/8pe/0Fu3bqXLy8vpu+++m9br9fSOHTu497z77ru0wWCgX3vtNXr//v300qVLaafTSTc1NQ31tQqCOjYDj008343YqOMz8PgQtm7dShcXF9NTpkzpdw4UE3V8Bh4fl8tFDxs2jP7d735Hb9myha6srKS//PJL+vDhw0N9rYKgjs3AY/Pwww/T6enp9OrVq+mqqir6/fffp202G/30008P9bUKxs91fOI5H7n3BXKiGnkqQ9Lc3EwDoDds2EDTNE273W5ar9fT77//Pvee0tJSGgC9adOmAY9z44030qeddtqgn/WrX/2KvuyyywZ8PRKJ0Dk5OfRf//pX7ndut5s2Go30O++80+u9n332GT1u3Dh6//79cU0WscyfP7/fDc6yZcvoBQsW9Prd8uXL6ZKSkriPLTQ/x/EhTJgwgV6xYgX380knnUQvW7aM+zkcDtN5eXn0o48+mvCxhUAdmxUDvt73u5EDdXx6j4/X66VHjx5Nr1mzZsA5UErU8YmOz1133UXPnTs34eOIhTo20bFZsmQJfdVVV/V6z/nnn09feumlCR9bKH7O49P3fJS2L5ASNV1TZUg6OjoAAGlpaQCA7du3IxgMYtGiRdx7xo0bh6KiImzatGnQ45Bj9MfOnTvxww8/YP78+QO+p6qqCo2Njb0+2+FwYNasWb0+u6mpCUuXLsVbb70Fi8Uy9EXGycknn4zt27dzof7Kykp89tlnOOusswT7jET5uY5PJBKB1+vlzjkQCGD79u29Pluj0WDRokWDXreYqGMz8Dn3/W7kQB2f3ue8bNkyLFmypNc5yIk6PtFz/vjjj3HCCSfg17/+NbKysjB9+nS8/PLLvI4vBOrYRM/55JNPxrp161BeXg6ASXv87rvvcOaZZ/L6DCH4uY5P3/NR4r5ASnRyn4CKsolEIrjttttQUlKCSZMmAQAaGxthMBjgdDp7vTc7OxuNjY39HueHH37Af/7zH3z66afHvFZQUICWlhaEQiE88MADuOaaawY8H3L87OzsAT+bpmn87ne/w/XXX48TTjgB1dXV8V7ukFxyySVobW3F3LlzQdM0QqEQrr/+etxzzz2CfUYi/JzH54knnkBnZycuvPBCAEBrayvC4XC/n33w4EFen5EM6thEx6Yv/X03UqOOT+/xeffdd7Fjxw78+OOPvI4pNOr49B6fyspKvPDCC1i+fDnuuece/Pjjj7jllltgMBhwxRVX8Pocvqhj03ts/vjHP8Lj8WDcuHHQarUIh8N4+OGHcemll/L6jGT5OY7PQOejtH2B1KiRPJVBWbZsGfbt24d3332X9zH27duHc889F/fffz9OP/30Y17/9ttvsW3bNrz44ov4+9//jnfeeQcAsGrVKthsNu7ft99+G9fnPfvss/B6vbj77rsHfE/sca+//vq4r2X9+vV45JFH8Pzzz2PHjh346KOP8Omnn+Khhx6K+xhC8nMdn7fffhsrVqzAe++9h6ysrDivVFrUsRl4bIT4bpJFHZ/o+Bw9ehS33norVq1aBZPJFNe5iI06Pr2fn0gkghkzZuCRRx7B9On/v727C4liD+M4/tTacRW3fKk1X1pBMQODXjGMsKC6LAkqKEwJSUrDhLILpTSiiLIuypaIoCRXI0SzIihIim4qRMHNqBWlKDC68A2zrPQ5F4eznD26todW9zh+PzAX+5/xv8/sj8V5hpnZFZKXlyf79u2TK1eu+FSbP5GNZza3b98Wh8MhNTU10tLSIlVVVVJRUSFVVVU+1eZvMzEfb/XMeIG7UhT/dwUFBRofH69dXV0e448fP1YR0d7eXo9xm82mFy5c8Bhrb29Xq9WqJSUlPr3nyZMndfHixaqqOjAwoB0dHe5laGhIOzs7x71OOyMjQwsLC1VVNTMzU2fPnq0mk8m9iIiaTCbNzs5WVfWYd7ybb73dj7Ju3To9cuSIx9jfNyePjIz4tI/+MlPzqa2t1ZCQEL1//77H+PDwsJpMJm1oaPAYz87O1q1bt/q0f/5CNp7Z+PLZTCXy8cynoaHBPc8/5501a5aaTCb9+fOnT/voL+Qz9vtjs9k0NzfXY8xut2tsbKxP++cvZDM2m/j4eK2srBxTc0pKik/7508zNR9v9fyfjgsCgSYPY4yOjmpBQYHGxsaqy+Uas/7vG3jr6urcY2/evBlzA++rV6/UarVqcXGxz+994sQJTUhImLC2hQsXakVFhXusv7/f4wbe9+/fq9PpdC8PHz5UEdG6ujr98OGDT3V4a/JWrlypR48e9RirqanRkJCQKTsQmsn51NTUqNls1jt37oy7Pi0tTQ8ePOh+PTIyonFxcVN2gzXZeM/mV5/NVCCf8fMZGBjwmNfpdOrq1as1KytLnU6nz/v4u8jH+/dn165dYx68UlRUpOnp6T7u4e8hG+/ZREZGqt1u9xg7ffq0Jicn+7iHv28m5/OregJ9XBBINHkY48CBAzpv3jx98uSJdnd3u5ehoSH3Nvv371ebzaZNTU3a3Nys6enpHv9snE6nLliwQLOysjzm+Pz5s3ubyspKvXv3rrpcLnW5XHrt2jW1WCxaWlo6YX1nzpzR8PBwbWxs1La2Ns3MzPT6KF7Vv34aYbyzSONpbW3V1tZWXbVqle7evVtbW1u1vb3dvb6srEwtFovW1tZqV1eXPnr0SJOSknTnzp2/nNtfZmo+DodDg4KC9PLlyx419/X1ube5deuWBgcH640bN/T169eal5en4eHh+unTpwnn9hey8Z6NL5/NZCMf7/n8WyCerkk+3vN5+fKlBgUF6alTp7Sjo0MdDoeGhoZqdXX1hHP7C9l4zyYnJ0fj4uLcP6FQX1+v8+fPH3NCeDLN1Hx8qSfQxwWBRJOHMURk3OX69evubb5+/ar5+fkaERGhoaGhum3bNu3u7navLysrG3eOf55duXjxoqampmpoaKjOnTtXV6xYoXa7/ZeXPY6OjuqxY8c0Ojpag4ODdePGjfr27Vuv2/+XJu9XNf/48UPLy8s1KSlJzWazLlq0SPPz88dcAjGZZmo+69evH7fmnJwcj+0uXbqkNptN//jjD01LS9Pnz59POK8/kY33bHz5bCYb+Uz83fn330x1k0c+E+dz7949Xbp0qQYHB+uSJUv06tWrE87rT2TjPZuBgQE9dOiQ2mw2NZvNmpiYqKWlpTo8PDzh3P40U/PxtZ5AHhcE0ixVVQEAAAAAGAJP1wQAAAAAA6HJAwAAAAADockDAAAAAAOhyQMAAAAAA6HJAwAAAAADockDAAAAAAOhyQMAAAAAA6HJAwAAAAADockDACBANmzYIEVFRYEuAwBgMDR5AAAAAGAgNHkAAAAAYCA0eQAATIEvX75Idna2hIWFSUxMjJw/f95jvd1ul+TkZDGbzRIdHS3bt28PUKUAgOkuKNAFAAAwExQXF8vTp0+lsbFRrFarlJSUSEtLiyxfvlyam5ulsLBQbt68KWvXrpWenh559uxZoEsGAExTs1RVA10EAABGNjg4KFFRUVJdXS07duwQEZGenh6Jj4+XvLw8ycjIkL1798rHjx/FYrEEuFoAwHTH5ZoAAEyyzs5O+f79u6xZs8Y9FhkZKSkpKSIisnnzZklISJDExETZs2ePOBwOGRoaClS5AIBpjiYPAIAAs1gs0tLSIrW1tRITEyPHjx+XZcuWSV9fX6BLAwBMQzR5AABMsqSkJJkzZ468ePHCPdbb2ysul8v9OigoSDZt2iRnz56VtrY2effunTQ1NQWiXADANMeDVwAAmGRhYWGSm5srxcXFEhUVJVarVUpLS2X27L/Otd6/f1+6urokIyNDIiIi5MGDBzI6Ouq+nBMAgP+CJg8AgClw7tw5GRwclC1btojFYpHDhw9Lf3+/iIiEh4dLfX29lJeXy7dv3yQ5OVlqa2slNTU1wFUDAKYjnq4JAAAAAAbCPXkAAAAAYCA0eQAAAABgIDR5AAAAAGAgNHkAAAAAYCA0eQAAAABgIDR5AAAAAGAgNHkAAAAAYCA0eQAAAABgIDR5AAAAAGAgNHkAAAAAYCA0eQAAAABgIH8C0c5l9WbHVtwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 900x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m_linear.plot_components(preds_linear);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m_flat.plot_components(preds_flat);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(11, 5))\n",
    "ax.scatter(preds_linear[\"ds\"], preds_linear[\"y\"], color=\"black\", marker=\".\")\n",
    "ax.plot(preds_linear[\"ds\"], preds_linear[\"yhat\"], label=f\"linear, mape={mape_linear:.1%}\")\n",
    "ax.plot(preds_flat[\"ds\"], preds_flat[\"yhat\"], label=f\"flat, mape={mape_flat:.1%}\")\n",
    "plt.xticks(rotation=60)\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, the target sensor values can be mostly explained by the exogenous regressor (a nearby sensor). The model with linear growth assumes an increasing trend and this leads to larger and larger over-predictions in the test period, while the flat growth model mostly follows movements in the exogenous regressor and this results in a sizeable MAPE improvement.\n",
    "\n",
    "Note that forecasting with exogenous regressors is only effective when we can be confident in the future values of the regressor. The example above is relevant to causal inference using time series, where we want to understand what `y` would have looked like for a past time period, and hence the exogenous regressor values are known.\n",
    "\n",
    "In other cases -- where we don't have exogenous regressors or have to predict their future values -- if flat growth is used on a time series that doesn't have a constant trend, any trend will be fit with the noise term and so there will be high predictive uncertainty in the forecast."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Custom trends\n",
    "\n",
    "To use a trend besides these three built-in trend functions (piecewise linear, piecewise logistic growth, and flat), you can download the source code from github, modify the trend function as desired in a local branch, and then install that local version. [This PR](https://github.com/facebook/prophet/pull/1466/files) provides a good illustration of what must be done to implement a custom trend, as does [this one](https://github.com/facebook/prophet/pull/1794) that implements a step function trend and [this one](https://github.com/facebook/prophet/pull/1778) for a new trend in R."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Updating fitted models\n",
    "\n",
    "A common setting for forecasting is fitting models that need to be updated as additional data come in. Prophet models can only be fit once, and a new model must be re-fit when new data become available. In most settings, model fitting is fast enough that there isn't any issue with re-fitting from scratch. However, it is possible to speed things up a little by warm-starting the fit from the model parameters of the earlier model. This code example shows how this can be done in Python:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.33 s ± 55.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "185 ms ± 4.46 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "def warm_start_params(m):\n",
    "    \"\"\"\n",
    "    Retrieve parameters from a trained model in the format used to initialize a new Stan model.\n",
    "    Note that the new Stan model must have these same settings:\n",
    "        n_changepoints, seasonality features, mcmc sampling\n",
    "    for the retrieved parameters to be valid for the new model.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    m: A trained model of the Prophet class.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    A Dictionary containing retrieved parameters of m.\n",
    "    \"\"\"\n",
    "    res = {}\n",
    "    for pname in ['k', 'm', 'sigma_obs']:\n",
    "        if m.mcmc_samples == 0:\n",
    "            res[pname] = m.params[pname][0][0]\n",
    "        else:\n",
    "            res[pname] = np.mean(m.params[pname])\n",
    "    for pname in ['delta', 'beta']:\n",
    "        if m.mcmc_samples == 0:\n",
    "            res[pname] = m.params[pname][0]\n",
    "        else:\n",
    "            res[pname] = np.mean(m.params[pname], axis=0)\n",
    "    return res\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')\n",
    "df1 = df.loc[df['ds'] < '2016-01-19', :]  # All data except the last day\n",
    "m1 = Prophet().fit(df1) # A model fit to all data except the last day\n",
    "\n",
    "\n",
    "%timeit m2 = Prophet().fit(df)  # Adding the last day, fitting from scratch\n",
    "%timeit m2 = Prophet().fit(df, init=warm_start_params(m1))  # Adding the last day, warm-starting from m1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As can be seen, the parameters from the previous model are passed in to the fitting for the next with the kwarg `init`. In this case, model fitting was about 5x faster when using warm starting. The speedup will generally depend on how much the optimal model parameters have changed with the addition of the new data.\n",
    "\n",
    "There are few caveats that should be kept in mind when considering warm-starting. First, warm-starting may work well for small updates to the data (like the addition of one day in the example above) but can be worse than fitting from scratch if there are large changes to the data (i.e., a lot of days have been added). This is because when a large amount of history is added, the location of the changepoints will be very different between the two models, and so the parameters from the previous model may actually produce a bad trend initialization. Second, as a detail, the number of changepoints need to be consistent from one model to the next or else an error will be raised because the changepoint prior parameter `delta` will be the wrong size."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### minmax scaling (new in 1.1.5)\n",
    "\n",
    "Before model fitting, Prophet scales `y` by dividing by the maximum value in the history. For datasets with very large `y` values, the scaled `y` values may be compressed to a very small range (i.e. `[0.99999... - 1.0]`), which causes a bad fit. This can be fixed by setting `scaling='minmax'` in the Prophet constructor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "large_y = pd.read_csv(\n",
    "    \"https://raw.githubusercontent.com/facebook/prophet/main/python/prophet/tests/data3.csv\", \n",
    "    parse_dates=[\"ds\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "08:11:23 - cmdstanpy - INFO - Chain [1] start processing\n",
      "08:11:23 - cmdstanpy - INFO - Chain [1] done processing\n"
     ]
    }
   ],
   "source": [
    "m1 = Prophet(scaling=\"absmax\")\n",
    "m1 = m1.fit(large_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "08:11:29 - cmdstanpy - INFO - Chain [1] start processing\n",
      "08:11:29 - cmdstanpy - INFO - Chain [1] done processing\n"
     ]
    }
   ],
   "source": [
    "m2 = Prophet(scaling=\"minmax\")\n",
    "m2 = m2.fit(large_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IBDzMLA9REfFTEvQR8Xtecx85eRS6RURERERExoFlO+wazvFyX4acYVIfC/CHHYN8+fdbSORN/B4X7186g/efWkdtPHjAfR3HIV2wSBRMXEBF2E9rVYSSoI940IvPo9XsiUKhW0RERERE5CRL5U1e7kvRMZwnHvBSGvTxL7/fwl0bewGYWxXhS2+bx5yKyAH3K5o2w3mDvGETDXhpqYxQE/VTHvbjdms1eyJS6BYRERERETlJHMehczjP5r406YJJXSzAC11JvnDvy3SlCrhdcOkZjVx2dtPoarXjOKQKI1XH3W6oDPtpqA1RGfUT8nnG+RnJkSh0i4iIiIiInCS7hnM8vydJ0OumJhrgO4/u5IfrOnGAGSVBbmiby9L6EmDkrPZg1qBg2cQCXlqrItTEApSFfFrVnkQUukVERERERE6C3lSBl7rThH0e+tJF/v6X69nanwXg3YtqueqcWUT8IxEtmTcYzhnUxYM0lIaojPgJalV7UlLoFhEREREROcESOYP13UkMy+aeTf3c8lg7huVQFvJx/fmtvHlOBTBSXK0nVcDncbOkPs7M8ggerWpPagrdIiIiIiIiJ1DOsHixO8lgpsi/P7KdxzuGAThndjnXn99Kedg/el1vukhNzM/86hgVEf84jlrGikK3iIiIiIjICWJYNi91J+lOFfjeEx083jFMyOfm0+fO4a8W1uByuXAch4GsQdGymVcdpaUyTMCrreRThUK3iIiIiIjICWDbDpt70+wcyvObF7u57+V+PG4XX3/XQs5sKgNGQnl3qkAs6GVxXSl18QAul7aTTyUK3SIiIiIiIifAjsEMW/szPL5zkP9ZtxuAz5/fOhq4E3mDZN6ksTTIvOoY0YDi2VSk76qIiIiIiMgY253IsbEnzebeNP/+yHYALju7iXcurBkplpYu4Pe4WVIXp7k8rGJpU5hCt4iIiIiIyBgayBTZ0J2mYyjHDfe/jOXAOxdU87GzmjAsmz3JAnWxAPNqoqNF1GTqUugWEREREREZI6m8yYvdSXYPZ/nn+14mZ9j8RWMJ153fiu1AV6rArPIwp9TG8Hvd4z1cOQn0XRYRERERERkD+b2twTqHc3z5ga30Z4rMrghz08qFeN0uupIFaqMBFtREFbinEX2nRUREREREXifTstnYm2bXcI7/74/tbBvIUhH28f9deAqxoJeeVIGSkJdFdXGCPrUDm060vVxEREREROR1KJo2L/el2TGQ4b+f6uTJXSO9uG9+9yJq40EGs0W8HjeLamPEgopg042+4yIiIiIiIscpmTd4qSfFnkSe327s5bebenG74MZ3LGB+dZR0wSRv2pw2o4TKaGC8hyvjQKFbRERERETkOHQl87zUnSJdsHh+T5K1T+4C4LPntfDGWeXkTYvBnMHi2hgNpaFxHq2MF4VuERERERGRY2BaNjsGs2zuTePzuNk6kOErD2wF4JJlDVy0pA7TsulJFWitjDC7IjLOI5bxpNAtIiIiIiJylLJFk009aXYO54gHvPzP0538z7pOAN7aWsnH3zgT23HYkyrQWBpifk0Mt9s1zqOW8aTQLSIiIiIichT60wU29KQYzBp4XfCZu17i2d1JAD6wtJ5/eNMs3C4XnYkcVRE/p9TG8HnUMGq6U+gWERERERE5DNt22DWcY2NPGtO22ZPI8/nfbWYoZxDxe/j8+a2cP7cKgN50gWjAy+K6OGG/4pYodIuIiIiIiBxSwbR4uTfN9oEsYb+HX73Yw22Pd+AArZURvrpyPs1lYQCGcwYAi2vjlIR84zhqmUgUukVERERERA5iMFtkc2+armQBv8fFP/1uM493DANw4Sk1fOa8OQS9HgDSBZOMYbG0Pk51TK3B5BUK3SIiIiIiIvspmBbtA1m2D2YxLJuBTJHrf7eJ3nSRgNfNtStaeOfCmtHrB7NFsobN/KoIjWoNJq+i0C0iIiIiIgI4jkN3qsDLfWkGMgblIS/3be7jW3/ageVAc1mIf125gJbKkRZglu3QncoT9Hk5fUYJDaVBXC5VKpcDKXSLiIiIiMi0ly6YbO3P0DGcw+d2EfK5+ef7XuYP2wcBuGBuFded30Jkb3G0vGnRkypSGwuwoCZKWdg/nsOXCUyhW0REREREpi3TsulM5NnSlyFTNCkP+7h7Yy//8ed2MkULn8fF1efM5qIldaOr2MM5g3TBpKUyzLzqKIG957pFDkahW0REREREpqWBTJEt/Wm6EnniQR/ZosV192zipZ40AAtrolz3llbmVUcBsB2HnlQBn8fN0hklNJaGcLun5nbyzs5OtmzZQmtrKw0NDeM9nElNoVtERERERKaVvGHRPjhSKM2yHUqDPtY+tYufPLsby4GI38OVfzmTVYvr8OwN1UXTpiudpyoSYGFNjIrI1N1OvnbtWi677DJs28btdnPbbbexevXq8R7WpKXQLSIiIiIi00Iqb9KTyrNzOEciZ1IR9vF0Z4KvPbyNnlQBgLe2VnL1m2dTFX2l7Vcyb5DIm8wujzCvOkrIN3W3k3d2do4GbgDbtlmzZg1tbW1a8T5OCt0iIiIiIjJl2bbDYLbI7mSerkSBnGkRD3jxe1x84b6XeXjbAAD18QDXnNfCX84qf+W+jkNvuojLBYvrYswsj4yufE9WR9o2vmXLltHAvY9lWWzdulWh+zgpdIuIiIiIyJRTNG36MgV2DeXoTRdxcCgL+SgL+7jjuT1897GdZA0Lj9vFxafP4KNnNRHcbwU7lTcZzBlURHwsqI5RHQsc5qtNDkezbby1tRW3231A8PZ4PLS0tJzs4U4ZCt0iIiIiIjJlpAsjW8g7hvMMZ4sEvB6qIn48bhf3v9zHfz7Rwc6hHACn1se5dkXLaN9tgIJp05cuEvS5OaUmSnN5+IAwPhEdTdGzo9023tDQwG233caaNWuwLAuPx8Ott96qVe7XQaFbREREREQmtYJpkciNhO09yQKZokU84KGhNITjwO+39PG9JzrYMTgStkuCXj7+lzO5cFEt7r1twCzboS9TxHIcmspCzKoIUxryjefTOipHW/TsWLaNr169mra2NrZu3UpLS4sC9+uk0C0iIiIiIpOK4zikCxaJvEF/ukh/tki6YOJyQWnQR2XEj+04/P7lfr73RAfbB7MAxANe/mbZDN5/aj3RgHf0sRJ5k0TepDrqp6UyQnU0MClagR1L0bNj3Tbe0NCgsD1GFLpFRERERGTCMy2bRN5kOFekJ1UkkTfIGzY+j4uo38uMkiBul2tv2O7jtic62D4wErZjAS9/c/oMPrD0lbANkC1a9GeLxAJeltbHaSwL4fO4x+spHrNjWb3WtvHxo9AtIiIiIiITkmnZ9GeKDGQNelJ50gUL23EI+TzEA16qo6+ctbYdhwe29POfT+xka/9I2I76PfzN6TP44GkzDgjbhmXTlynidrlorYwwqzxMJDDxotGRzmof6+q1to2Pj4k3s0REREREZFrLGxY9qQIdwzkGM0VwQdTvpSbqx7vfSnTRtHmhK8kTHcM8sm1gdBt5xO/hQ6fN4EOnzSAWfCXymLbDQKaIYdnUxoPMqQhTGZ2YVcmP5qz28axea9v4yafQLSIiIiIiE0Iyb9CdLLBrOEcibxLxe6iNB/HuPV/tOA5b+zM83jHEkzuHeWZ3grz5yipvxO/hg6fV86HTZhAPvlIEzdrbqztv2lRHA8wsD1MTC0zYntvHclZbq9cTn0K3iIiIiIiMG9t2GMoZdCZydCUK5EyLeMBLU2kQl8tFX7rAEx3DPNExzJMdQwxkjQPuXxH2cWZTGWc1lXLO7PLXhO2hnEG2aFIVDbC4PkxNNHDAavlEdCxntUGr1xOdQreIiIiIiJx05t5z1R1DOXrTBWzHoSzkoyrqx7Rs7n+5n588t4cXupIH3C/gdbNsRglnNpdydlMZcyrCuFwHrljbjsNQ1iBjWJSHfSysKaM2Hpg0RdKO9ay2TGwK3SIiIiIictLYtkNXKs+2/gxDWQOv20VF2E/A62Y4Z/BfT3bw8xe66E0XAXABC2qinLV3NXtJXRy/9+Dh2XYchnMG6YJFecTH/JootbHgIa+fqFRpfGqZMLPvq1/9Ki6Xi09+8pOjt+Xzea688koqKiqIRqOsWrWKnp6eA+7X0dHBypUrCYfDVFdX85nPfAbTNA+45uGHH+b0008nEAjQ0tLC97///ZPwjEREREREZH/Zosn67iRP70qQM0aKmdXGg+wazvGl+19m5fee5DuP7qQ3XaQ87ONjZzVxz8fO4n8+eBpX/uVMzmgsfU2AtmyHdMGkNz1yFtzjdnFaQwlnN5fRVBaecIG7s7OThx56iM7OzsNet3r1atrb23nooYdob29/TRE1mTwmxEr3U089xa233sqSJUsOuP2qq67i7rvv5mc/+xklJSV8/OMf5z3veQ9//vOfgZFzDStXrqS2tpZHH32Urq4uLrnkEnw+H1/5ylcA2LFjBytXruTyyy/nRz/6EQ888AAf/ehHqauro62t7aQ/VxERERGR6cZxHLpTBTb3phnKGVRH/fjcbv64Y5CfPLubpzsTo9fOr47ygaX1XDC36qCB2bIdcoZFpmhRtGxcQNjvpSLipzoaoDYWIOjzvOZ+E8HRVCTfn85qTw0ux3Gc8RxAOp3m9NNP5zvf+Q7/8i//wtKlS/nmN79JIpGgqqqKH//4x1x00UUAbNq0iQULFvDYY49x9tlnc8899/DOd76TPXv2UFNTA8B3v/tdrrnmGvr6+vD7/VxzzTXcfffdvPjii6Nf8wMf+ADDw8P87ne/O6oxJpNJSkpKSCQSxOPxsf9DkAnHMAz6+vqoqqrC5/Md+Q4ih6H5JGNJ80nGkuaTjKVDzae8YbFtIMu2/gx+j4tYwMsv13fz0+f3sDuRB8DjgvNaKvnAafWcWhc/4Iz2/iG7YNm4XRD2eSkJeamKBIgFPEQD3gkbtPfp7Oykubn5Nee029vbFawP4kivT5Mpo437Xosrr7ySlStXcv755x9w+7p16zAM44Db58+fT1NTE4899hgAjz32GIsXLx4N3ABtbW0kk0k2bNgwes2rH7utrW30MURERERE5MToSxd4atcwm3vTlId9DGQNLvnJc/z7H7azO5EnHvBy6RkN/PrDf8FXVy5gaX3JaOA2LJvuZJ49yTyG7VAV87O0voS/nFnOOXPKObOpjFl7+2xP9MANh69ILlPbuG4v/8lPfsIzzzzDU0899ZrPdXd34/f7KS0tPeD2mpoauru7R6/ZP3Dv+/y+zx3ummQySS6XIxQKveZrFwoFCoXC6MfJ5EjFRMMwMAzjNdfL1GMYBqZp6vstY0LzScaS5pOMJc0nGUv7z6eiadM+kGHbYBYch5qInx+t28V/PtmJaTuUh31cdmYDb59XORqYLXNkHhZNm8FsEcuB6pifptIIZWEfAe9+wdqxMQz7YMOYsGbOnHnQiuTNzc36O3gQR3p9mkx/ZuMWunft2sU//MM/cP/99xMMBsdrGAd14403csMNN7zm9v7+/gPCuExdpmkyNDQEgNc7IUofyCSm+SRjSfNJxpLmk4ylffMpmTfYnTTozxQpCXoZKlj84z3dbOgb2Ur+xsYonzyrmtKgFyOTYF90MiyHRM7AcUFF2E9dPEhZ0MRVSJGcAm/BA4EAN910E9dcc81oRfJ//dd/JRAI0NfXN97Dm3CO9PqUSqVO9pCO27i9uq5bt47e3l5OP/300dssy+IPf/gD3/72t7n33nspFosMDw8fsNrd09NDbW0tALW1tTz55JMHPO6+6ub7X/Pqiuc9PT3E4/GDrnIDXHvttVx99dWjHyeTSRobG6msrJzw5wVkbOz7l7PKykqdcZPXTfNJxpLmk4wlzScZS4VCkd3DOfoyXhyfn1kzyvjt5n6+8ccOsoZN2Ofh0+fM5B3zKw84s503LYayBrihuTxAY2mYyogft9t1mK82Of2///f/eM973sO2bduYM2eOznIfxpFenwKBwMke0nEbt9D9lre8hfXr1x9w24c//GHmz5/PNddcQ2NjIz6fjwceeIBVq1YBsHnzZjo6Oli+fDkAy5cv58tf/jK9vb1UV1cDcP/99xOPx1m4cOHoNb/97W8P+Dr333//6GMcTCAQOOg30efz6QfSNOL1evU9lzGj+SRjSfNJxpLmk4yVbX1pdgwXqK6K4bi9XHvvFv6wfRCA02bEueGCedSXvLLDNW9YDGSLuF0uGsqjNJWFqQhPzbC9v1mzZjFr1qzxHsakcLjXp8n0mjVuoTsWi7Fo0aIDbotEIlRUVIzevnr1aq6++mrKy8uJx+N84hOfYPny5Zx99tkAXHDBBSxcuJCLL76Ym266ie7ubq6//nquvPLK0dB8+eWX8+1vf5vPfvazfOQjH+HBBx/kjjvu4O677z65T1hEREREZIrancixuS9NPODlua4UX3lwB0M5A5/HxRXLZ/I3p8/AszdMm7ZDb7qA2wWNpWEaS4NURPwHrH6LTCUT+vDON77xDdxuN6tWraJQKNDW1sZ3vvOd0c97PB7uuusurrjiCpYvX04kEuHSSy/li1/84ug1s2bN4u677+aqq67i5ptvpqGhge9973vq0S0iIiIiMgb60wVe7Eph2g63ruvjnm0jRYhbKsN8qW0+rVWR0WvTBZOBrEFdPEBrZURhW6aFce/TPRlMph5wMjbUt1TGkuaTjCXNJxlLmk/yeqXyJus6h9kznOO6322ifSiPC/jbZQ1csbwZv3ekQ7FlO/SkCng8LlorI8wsD+PzjHv3YpnAplKf7gm90i0iIiIiIhNT3rB4sStJb6rIVx/aRvtQnsqwly+1zeUvmitGrxtZ3S5SGwsytypCZXTyFMASGQsK3SIiIiIickxMy2ZjT5rdyTzffayd9d0pYgEPN72lgVNmjKw62o5Db6oALhcLa2LMroiMrnyLTCcK3SIiIiIictQcx2FLX4Ydg1l++UIXD20bwOdxcdM75tEUMQHIFi36MkWqo37mVUep0uq2TGMK3SIiIiIictR2DuV4uT/DH7cP8L/P7QHgn986l9NnxEkODdKdKuD2eJlfHWVOZZiA1zPOIxYZXwrdIiIiIiJyVLqTeTZ0p1jfleT/+9MOAP7+Dc28bX41+UKBnlSB+to4C+vLqI6qMrkIKHSLiIiIiMhRGMoWebE7xbb+NF/+/RZsB969qJYP/0Ujlu3QlSxSXxLkjMYyYmFtJxfZR6FbREREREQOK1MwebE7Rftgli/ev4W8abO8uYzPnTcHgN2JPHUlfmb4XAR92k4usj+VDxQRERERkUMqmjYv9YwE7q88sIWBrEFrZYQb3zEfr8fNnmSeyqifhTVxVScXOQitdIuIiIiIyEFliyabezNsH8jwzT/sYMdgjuqon29eeArRgJeeVIFIwMviujgRL+TGe8AiE5BCt4iIiIiIvEZfusBLPSkGMkVuf6qTZ3YniPg93HzhImpiAQazRdwuF4tr45SGfBiGMd5DFpmQFLpFRERERGSUZTu0D2Z4uS+DbTvcvbGXezf34XHBv65cQGtVhFTeJG/anDajhOqYiqaJHI5Ct4iIiIiIAJAzLDb1pNk5lCUe8PCrTb3815O7APjH81s5u7mMnGGRyBssqovRUBoa5xGLTHwK3SIiIiIiQn+6wIaeFINZg4jPw5d+v5WHtw0AsPrMRi48pZaCadOXKTKvKsqs8sg4j1hkclDoFhERERGZxizbYedgls19aWzbIV0w+cSdL7I7kcfncXH1ObO5aEkdpu3QnSowuyLM3KoIbrdrvIcuMikodIuIiIiITFM5w2Jzb5odgyPbyR/YPsjXH9lG0XKojwf46soFLKyJYTsOe5J5GkuDLKyJ4fWoNZjI0VLoFhERERGZhvrTBTb2punLFIj7ffzbw9v43eY+AN40u5wbLphLPOjD2Ru4q6N+TqmNqRe3yDFS6BYRERERmUYKpsXOwRzbBjJYtoNhOlz2m+fZMZjD44Ir/3IWFy+bgcvlwnEcupIFSoI+FtXGCfsVH0SOlf7WiIiIiIhMA/beM9lb+tMMZIqUh/z8YccANz6wlbxpUxXx85V3zOe0GSUAGJZNV6pAedjH4ro4JSHfOD8DkclJoVtEREREZIpL5Ay2D2TpGM7h97iojgb490e2c+eL3QCc2VTKv7xtHuVhPwCZokl/xqC5LMj86hiRgGKDyPHS3x4RERERkSmqaNp0DGXZNpAlb9hURf3sGMzyyV9t4OX+DC7gY2c3sfrMJjx7q5H3Z4oULZtTaqLMqYyoaJrI66TQLSIiIiJyEjmOw2DWoDtVIOBxEQ14ifi9hP2e0eA7Fl+jO1Vga3+GvnSRspCXkM/Lt/+0g58+vwfbgdKQl39523zObi4DRlqHdaXyRPxeltWVUhcP4HKpLdjR6OzsZMuWLbS2ttLQ0DDew5EJRqFbREREROQkGcoW2TmUY3cih2E5o7f7vW5CXjelIR9lYT9hn4eI30PI5znmftjJvMG2/iy7Ejl8bhcNJQEe2T7Ivz28jd50EYAL5lZx9ZtnUxkZ2U6eNy16UkXqYgEW1sZ0fvsYrF27lssuuwzbtnG73dx2222sXr16vIclE4hCt4iIiIjICZbIGXQMZdmVyGOYDhURHyGfZ/TzBdMmZ1jsSeTZOZTD5XIR8LgJ+d2Uh3xEAyMh2OGVoO688lscRla3TcuhYzhHzrCojgYYzBb59F0b+eP2QQBmlAT53HktLJ9Z9srY8gbJvElLZZh51VEC3lfGJYfX2dk5GrgBbNtmzZo1tLW1acVbRil0i4iIiIicIKm8ya7hHB1DOfKmRUXYTzjqoX0wy55knvnVUcrDfgJeNwGvG/auMDuOQ960yRsW7YM5bLIHhOxXc+33m1jAS2kwwP8+t4dbH9tJ3rTxul1cckYDHzmzkeDeUO04Dj3pIm4XnFofp7ksfMyr6tPdli1bRgP3PpZlsXXrVoVuGaXQLSIiIiIyxjIFk87hHO1DObKGRXnIR1XUz55Enhsf3MrvNvWOrlnXxwMsqo2zqDbG4roY86qiI9vNfSPby8sO+5Vea31Xkq88sJUt/RkATpsR59oVLcyuiIxeUzRtutMj7cAW1sSoigbG5olPM62trbjd7gOCt8fjoaWlZRxHJRONQreIiIiIyBjJGxa7hnO0D+ZIF03Kgj4qI36Gcwbf+MN27nh+z+hZ7oaSILsTefYkC+xJ9nHfy30AeN0u5lVFWVQXY3FtjFNqY0T8HizbwbSd0f/v//t9/7/v5T5+8UIXDlAS9PL/3jSLdy2swb23IJrjOAxkDfKGRVOp2oG9Xg0NDdx2222sWbMGy7LweDzceuutWuWWA+hvmIiIiIjIGBjKFtnQnaI3XaQ05KWxJEjBsvn+U7v4/lO7SBctAP6isYRPvHEWC2tipAsmG3pSvNid4sWukf8P5Qw29KTY0JPip8c5lncuqOYf3jSLsr19twHSBZOBrEF52Meiuhh1saC2kx/B0VQlX716NW1tbWzdupWWlhYFbnkNhW4RERERkddpTyLPhu4UOcOksTSI7cCvN/Rw2+M7RyuGz62M8Ik3zuLs5tLRVlzRgJezmso4q2lkE7njOOxO5kcD+IvdKTb3pTEsB48LvG43HrcLr9uFZ+8v737/rwj7uOzsZs5oLB0dm2HZ9KYLeD1uFtZEmVkeJuhTsbQjOZaq5A0NDQrbckgK3SIiIiIix8myHXYMZNjUm8bncVMfD/LHHYN8+0/tbB/MAlAXC3DFG2bytvlVo9u8YSRgv7oPtsvloqEkRENJiLfNrwbAdhxcez93LPb1A88aFjNKgsypjFC+38q3HJqqkstYUugWERERETkOBdNiY0+a9sEsZSEf/Zki1/52I8/uTgIjZ6o/cmYTFy2pG6lMvpdh2fRnihj23jANBH0eQj43Qa8Hz6u2fLuPMWwDZIsW/dkiJUEvy2pKqS8JvuZx5dBUlVzGkkK3iIiIiMgxSuYNNnSn6E4VqIkGeHznEP9072YyRYuAx80HT6vn0jMaiQVfebtdNEfCtuOCmmiAprIQtuOQypv0Z4pkihZDOQPHGSmmFtxbwTzgdR9xldtxRjp4W7ZDf6aIy+ViblWUWeUhwn695T9WqkouY0l/A0VEREREjkFPqsCG7iSpgkVdLMDtT+3itsc7ADh9RpwvvW0+NbFXWnAVTJuBTBEHqI0HaC4LUxXxv1LErOSVvtyZgknWsBjOGQzlDJIFk2LGxmFke7mzX7Nul4vR3t2uvf9xu1xURf20VESoVBuw46aq5DKWFLpFRERERI6CbTvsHMqysTeNCygJePjc3Zt4ZPsAAO9fWs9Vb5qF1zOylTxvWgxmDeCVsF25f9jej8vlGu3LDdBUNvL1soZFpmhRNG1crpGg7Xa5Rs94uwC3a+/vXSPhOxbwjo5Bjp+qkstYUegWERERETkCw7J5uS/D1r40saCX4ZzB3/9iPe1DOfweF9euaOVdp9QAI726B7JF3C4X9fEATXvD9rEWQnO7XUQDXqLqoz2mjqYN2D6qSi5jQX+DRUREREQOI2dYvNiVZNdwjppogKc7E1x3zyYyRYvqqJ+b3rmQRbUxbMehJ1UAoLE0TGNpkIrjCNty4hxLGzCRsaLQLSIiIiJyCAVzJHB3JvLUxQL8z7rd3PrYThxgaX2cr65cQGXEj2HZ7EkWqIr6WVAdVdiegNQGTMaLQreIiIiIyEEYls1L3Wk6E3lKgl6u+91mHto6cn77oiV1fOrNs/F53GSLFn2ZIs1lQRbUxFQtfJwcadu42oDJeFGFBRERERGRVzEtmw3dKXYMZjAtm4/d8QIPbR3A53Fx/fmtfG5FCz6Pm+GcwWDOYH51lFPrSxS4x8natWtpbm5mxYoVNDc3s3bt2tdcs68N2P7UBkxOBoVuEREREZH9WLbD5r4M2weypAoWH/vZC2wfzFIZ8XPbRUt496JaHMehO1XAsBxOmxFnQU1UFcNPgM7OTh566CE6OzsPe83Bto2/+j772oB5PCMV4tUGTE4WvTKIiIiIiOxl2w5b+tJs6UuTKRh88tcvksibLKyJ8sMPncbiujim7dCZyBPxe1jWWEJTWVjnt0+Ao1m9hsNvG3+11atX097ezkMPPUR7e7uKqMlJodAtIiIiIgI4jsP2gQybe9NkChZX/eYlhnMjgfs771lMZcRP3rTYnchRFw9yRmMpVdHAeA97UjrSCvbRrl7DsW8bb2ho4Nxzz9UKt5w0Ct0iIiIiIkD7YJaXetOkiyZX/WYDA1mDuVURvvXXi4gGvCTzBn3pIq2VEU6bUaL+2cfpaFawj2X1WtvGZaJT6BYRERGRaW/XUI4N3SkyeYNP/d9G+jJF5lSE+c57FlMS9NGXLpA1bBbXxTilNo7fq7fRx+NoV7CPdfVa28ZlItOrhYiIiIhMa3sSedZ3J0kVTD5910Z6UgVmloX4znsWUxry0Z3M4/W4WdZQwpzKKG63zm8fr6NdwT6e1WttG5eJSntiRERERGTa6kkVWN+VZDhr8LnfbmRPskBjaZBbVi2mIuKnO1Ug4POwtD5Opc5vv277VrD3D96HWsFevXo1bW1tbN26lZaWFoVpmbS00i0iIiIi01JfeiRwD2SKXHfPJnYN56mPB7hl1RKqogF60wX8HjenKnCPmWNdwdbqtUwFWukWERERkWmlaNrsHMqyrT/LYLbAP937Mu1DOWpiI4G7NhagL13A7XJxan1cFcrHmFawZbpR6BYRERGRacFxHHrTRbb0pelNF/G64Ib7t7BtIEtlxM93Vy1mRkmQ/kwR197AXR1T4D5anZ2dPP3005xxxhnMmjXrsNc2NDQobMu0oe3lIiIiIjLlZYsmL3YlebJjiETepDTo5dp7NvFyX4aKsI/vrlpMY2mIgUwR23FYUh+nNh4c72FPGmvXrqWlpYX3ve99tLS0HLQNmMh0pdAtIiIiIlOWbTvsGsrx+M4htgxkKAv52DGQ5eL/fZaXetKUBL38x3sWM7M8zGC2iLk3cNcpcAMjq9cPPfTQa1p6vfqao2kDJjJdKXSLiIiIyJSUyBk8u3uYZzqHMSyHuN/LVx7Yyid+9SJ7kgVqYwG+857FtFRGGM4ZFC2HJXVxZpSExnvoE8LatWtpbm5mxYoVNDc3H3L1+mjbgIlMVzrTLSIiIiJTimHZdAxl2dqfJW/YVEX8PLhtgK8/so3hnIkL+MDSeq54w0zCfg/DOYOcYXFqfQkNpQrccOjV67a2ttecxT6WNmAi05FWukVERERkSrBsh65knqc7hnl+Twqfx4XbBZ++ayOf/91mhnMmLZVhbn//qXzq3DmE/R4SeYOsYbG4Lk5jmQL3Pseyen2sbcBEphutdIuIiIjIpGZaNj3pAjsHc/RlRqqS18YC/PyFLm55tJ28aeP3uPjoWU1csqwBr2dk3SmZN8gULRbVxmguD4/zs5hYjnX1evXq1axYsYJ169axbNmyI1YvF5lOFLpFREREZFIqmjY9qQLtQ1n6M0UCHje1UT/bB7N89u6NvNSTBuD0GSVcd34LzWUjwdq0bHozRTxuF6fUxJipwP0a+1av16xZg2VZR7V63dDQQCAQoKqq6iSOVGTiU+gWERERkUmlYFp0J0fC9kCmSMTvpT4eJFe0uOWxnfxwXSeWA1G/h3940ywuXFSL2+UCYDhnkMwb1JUEaa2MUhHxj/OzmbhWr15NW1sbW7dupaWlRdvFRY6TQreIiIiITAo5w2JPIkf7UI5EziTq99BQEiJbtPivJzv48TO7SRctAFa0VPDZ81qo3Buq86ZFX3okoJ/WUEpDSXB0m/l01NnZyZYtW2htbT3i6rXCtsjro9AtIiIiIhNaMm/QkyqwcyhHMm8QD3hpLA2SKVisfVXYnl0R5so3zOTNcyoAsB2H/kwRw3aYWR5mTkWEWHB6vwVeu3btaGVyt9vNbbfdxurVq8d7WCJT1vR+xRERERGRCcm0bPozRbqSBbpTeXKmRUnAR1NpiHTB4ntPvDZsX3ZWEytaK0e3kqcLJgNZg4qIj7lVUWpjAVx7PzddHUsrMBEZGwrdIiIiIjJhpAsmfekiHcNZhnMmbqAs7KM6GiCVN/nPowjb+xdKW1gTZWZ5mKDPM47PauI4XCswhW6RE0OhW0RERETGlW07DGSLdCXzdCULZIoWUb+H2lgAr9tFMm/wg3WdRwzbtuMwnDNIF0wVSjuEY20FJiKvn0K3iIiIiJx0lu2QLVoM5Yp0DufpzxRxcCgN+kaLn20fyHDH813c9VIPeXMkJB4sbDuOQyJvksgblIX9nN5QyoxpXijtUI6nFZiIvD4K3SIiIiJyQjmOQ86wyBYtMkWL4ZzBYLZIzrQpGDYhn5vqqB+fx41lO/xh+wA/eW4PT3YMjz5GS2WYj555YNgGSOVNBnMG8aCXU+vjzCgJaSv5EagVmMjJpdAtIiIiImOqaNpkiiaZokUybzKYLZIpWuRNG8dx8LldBH0eSoJeAhE3LpeLVN7kjue7uOP5PexO5AFwu+DNsyt4/9J6ljWUHFAELVMcKZIW9nk4pSZKY1mIsH96v7U92jZgoFZgIifT9H5lEhEREZExYVo2QzmD3nSR7mSerGFh2g5uF4S8HsI+D+Vh3wGr1ADtg1l++twe7trYQ84Y2UIeC3h596Ja3rukjvqS4AHX5w2L/oyB3+tiblWUptLQtG8BBmoDJjKR6RVKRERERI6LbTsk8gb9mSJ7knmGcybgEAt4qY74D3qmuj9TZFNvmk29aZ7pTPDkruHRz82uCPOBpfW8fX41oVdtES+YNv2ZAh63i+byEDPLw5SGfCf4GU4OagMmMrEpdIuIiIjIMUnt3TK+O5FnKFfEsBwi+1Ubh5Fz3N2pApt602zuTbNxb9DuzxQPeCwXcM7sCt6/tI6/aCx9TR/tdMFkOG/gdrmYURKkuSxMRcQ/7ftt709twEQmNoVuERERETmigmnRnxnZOt6XNsgZFiGfm7KQn4B3ZEW7K5nnnk29PNOZYFNfeu/K94HcLphZFmZedZR51RHOnVNBQ0nogGtsxyGRM0gWLCJ+D7PKw9THg5SH/bjd0y9sH+msttqAiUxsCt0iIiIickiO49CbLvJyX5r+dAG/x0086KMqOtLWK1M0uW9DH3dt7GFdZ+KA+3rcLuaUjwTs+Xt/za2KvGbr+D5F02YwZ2BYNqUhH6fWh6mOBqf1me2jOautNmAiE9v0fQUTERERkcPKGxbbBrJsH8jgcbloKA3hdrmwbIfHdw5x98YeHtw6QGFvD20XcEZjCStaKjmlNsacisjoKvjh7L+FvCrqp7E0RFUkgP8o7jtZHU2l8WM5q602YCITl0K3iIiIiBzAcRx6UgU296UZyBhURfyE/R62DWS4+6Ve7tnUS99+Z7Oby0KsXFDNO+ZXUxsPHuaRR5i2Q96wyBkWOdMm7PMwuzxMfUmIspBvym8hP9pK48d6VlttwEQmJoVuERERERmVMyy277e63Vga5E87Brnt8Q429aZHrysJerlgXhUrF9RwSk30kIXNbMchb9h7A7aF7YDX7SLk81Aa9jE3EqA6FiAamB5vS49l9VpntUWmhunx6iYiIiIih/Xq1e3qqJ90weRzd2/kwa0DwEhYfuOsclYuqOaNs8rxHaQlmGk7ZIomuaJF0XZwu1wEvW7Cfg8NpSHiQS8Rv4eI3zult48fyrGsXuustsjUoNAtIiIiMs3lDIudfVl2DObweVzUxwPc+WI3//HndjJFC48L/ub0Bi45o+GgvbFNyyZVMMkUbXBBNOChviRIWdi/N2B7CPk8avPFsa9e66y2yOSn0C0iIiIyTTmOQ3+myKbUEMMFqI766RzO89m7NvJidwqAU2piXHd+C3Orogfc1xgN2hZul4uSkJf5pSHKI35KQ76DroJPB0cqkHY8q9c6qy0yuSl0i4iIiExDhmWzuSfNxp4U0RIv1ZEg33uigx8+sxvLdoj4Pfz9G2Zy0ZI6PHsLmxVNm2TBJGtY+NwuYkEvM8vDlIf9lAS9eKdp0N7naAukafVaZHpR6BYRERGZZtIFk409KXb2Z4j6vWwbzHHTnRvZncgDcN6cCj5z3hyqowFgJGz3pAv4PC5Kgj5aKsOUhf2UBH2jgXy6O5YCaaDVa5HpRKFbREREZBrpSRXY2JNiKGsQ8rr49z/38GD7yFbymqifz5zXwrlzKoCR7eeDWYOcYdFcFmZmeYiS4NRv6XU8jrW9l4hMHwrdIiIiItOAZTu0D2bY3JcBB3pSea797SaG8yYu4P1L67niDc1E/CNvDwt7V7fjAS+nN5QyoySosH0Yau8lIocyvQ/eiIiIiEwDecNifVeSF7pSBD0uHtk+wMfvfJHhvMnsUj//9d5FfPrcOUT83tHian2ZIjPLwpzVXEZjWUiB+wj2FUjzeDwAau8lIqO00i0iIiIyhQ1li7zUk6InVaQi7OPmP+7gzhe7AXjb3Eo+cXoplZUjlcnzpkVvukg86GVZbQn1ca1uHwsVSBORg1HoFhEREZmCHMdhdyLPSz1p8oZJxO/mk7/ewHN7kriAT7xxFh86tZp0Ymh0dTtv2swqD9NaGSES0NvE46ECaSLyano1FREREZliDMtmS1+GrQMZQl43qYLFZT9fT0+qQMTv4ctvn88bZ5VjmQZFy6YzUaAsGmRRXQl1Ma1uv9qRem+LiByOznSLiIiITBGGZbM7kePpjmE29aYpC/p4eleC1Xc8T0+qQFNZiP/+wFLeOKscGNl6PpwzmVkR4qymMmaU6Oz2q61du5bm5mZWrFhBc3Mza9euHe8hicgko5VuERERkUmuYFr0pArsGMwylDXwe9zUxQP85+Md3P7ULgDe0FzGl98+n1hwpFhad6qA24H51VFOqY3j9+tt4asda+9tEZGD0auriIiIyCSVLZp0JfPsHMoxnDOJ+D3Ux4PkDItr7t7IH7cPAnDxsgY+/pcz8bhdmLZDVzJPWdjH3PIoTi6Jy6XV7YNR720RGQsK3SIiIiKTTCpvsieRo2M4T6pgEg94aCwN4na52Nyb5vrfbWLHYA6/x8X158/lHQuqgZHWYT3pAjNKQpxSGyPgdujLjfOTmcDUe1tExoJCt4iIiMgk4DgOwzmDzuEce5IFMoZJadBHU2kQy4GHtw3w0+f2sK4zAUBVxM/X3rWQRbUxAJJ5g0TepLUywrzqGH6vG8MwxvMpTXj7em+vWbMGy7LUe1tEjsu4FlK75ZZbWLJkCfF4nHg8zvLly7nnnntGP3/uueficrkO+HX55Zcf8BgdHR2sXLmScDhMdXU1n/nMZzBN84BrHn74YU4//XQCgQAtLS18//vfPxlPT0RERGRMGJbN5t40j+0cYttAlqDXTXNpGMeB/1nXybtvf4rP3rWRdZ0JPC44v7WS//ng0tHA3ZcukDVsltTFR85ve1VL92itXr2a9vZ2HnroIdrb21m9evV4D0lEJplxXeluaGjgq1/9Kq2trTiOw3//939z4YUX8uyzz3LKKacA8LGPfYwvfvGLo/cJh8Ojv7csi5UrV1JbW8ujjz5KV1cXl1xyCT6fj6985SsA7Nixg5UrV3L55Zfzox/9iAceeICPfvSj1NXV0dbWdnKfsIiIiMgxSuQMNvWm2Z3IUxnxEYkG2NKX4afP7+Cejb0UrJGtzyVBL+9ZXMeqJXXUxgIA2I7DnmSeqN/L0toYtfHgeD6VSUu9t0Xk9RjX0P2ud73rgI+//OUvc8stt/D444+Phu5wOExtbe1B73/ffffx0ksv8fvf/56amhqWLl3Kl770Ja655hq+8IUv4Pf7+e53v8usWbP4+te/DsCCBQv405/+xDe+8Q2FbhEREZmwHMdhdyLPpt40maJFTSzAo+2D/OTZPTyzOzF63byqCO9fWs8F86oIej2jtxdNm650nppogEW1cUpCvvF4GiIi096EOdNtWRY/+9nPyGQyLF++fPT2H/3oR/zwhz+ktraWd73rXXz+858fXe1+7LHHWLx4MTU1NaPXt7W1ccUVV7BhwwZOO+00HnvsMc4///wDvlZbWxuf/OQnDzmWQqFAoVAY/TiZTAJgGIbOPk0ThmFgmqa+3zImNJ9kLGk+TQ8F02Jbf5btAxmCXjfdiTxX/PwFulIj7088LjhvTjnvXVLLqXWxvdXHbSxzZNU7XTAZypk0lYWYVx0h5OWgc0bzScaS5pOMpSPNp8k0z8Y9dK9fv57ly5eTz+eJRqPceeedLFy4EIAPfehDNDc3U19fzwsvvMA111zD5s2b+eUvfwlAd3f3AYEbGP24u7v7sNckk0lyuRyhUOg1Y7rxxhu54YYbXnN7f3//AWFcpi7TNBkaGgLA6x33vyYyyWk+yVjSfJr6UnmD9sEc/ZkipSEvv9mQ5LZn+7AdKAl4WNlawrtaS6iK+ACTdGJkPjgOZIom6aJFwOOmviRIrddNerhI+hBfS/NJxpLmk4ylI82nVCp1sod03Mb9b8O8efN47rnnSCQS/PznP+fSSy/lkUceYeHChVx22WWj1y1evJi6ujre8pa3sG3bNubMmXPCxnTttddy9dVXj36cTCZpbGyksrKSeDx+wr6uTBz7/uWssrISn0/b8eT10XySsaT5NHXZtsPuRI5t2TRFb4Sa6hJufGg7D24b6bXdNreCa8+bTcjnOeB+BdNmKGdgmDbxEi9zS0JURQPEg94j9t+ezvOps7OTrVu30tLSovPaY2Q6zycZe0eaT4FA4GQP6biNe+j2+/2jvQ6XLVvGU089xc0338ytt976mmvPOussALZu3cqcOXOora3lySefPOCanp4egNFz4LW1taO37X9NPB4/6Co3jHwDD/ZN9Pl8egGZRrxer77nMmY0n2QsaT5NPXnD4uWBNDsGskQDfjJmkY/+YgM7h3J43S6ufvNs3rukbjREO45DqmCSyJt43S6qS8I0loaojPgJeD1H+GoHmo7zae3atVx22WXYto3b7ea2225TVfIxMh3nk5w4h5tPk2mOTbh+EbZtH3IL93PPPQdAXV0dAMuXL2f9+vX09vaOXnP//fcTj8dHt6gvX76cBx544IDHuf/++w84Ny4iIiIyXgYyRZ7eNczW/iyVUT9PdAxx6U+eY+dQjpqon/987xLed2o9LpcL07LpSxfoGM5j2jC3KsobZpVzVlMZM0pCxxy4p6POzs7RwA0j7z3XrFlDZ2fnOI9MRKaqcV3pvvbaa3n7299OU1MTqVSKH//4xzz88MPce++9bNu2jR//+Me84x3voKKighdeeIGrrrqKc845hyVLlgBwwQUXsHDhQi6++GJuuukmuru7uf7667nyyitHV6ovv/xyvv3tb/PZz36Wj3zkIzz44IPccccd3H333eP51EVERGSaK5o2O4eybO3PYFoOtTE/3/pTOz95bg8AZzaW8uW3z6Ms7MdxHPoyRYqWQ0XYx8LakS3kr95qLke2ZcuW0cC9j2VZbN26VdvMReSEGNfQ3dvbyyWXXEJXVxclJSUsWbKEe++9l7e+9a3s2rWL3//+93zzm98kk8nQ2NjIqlWruP7660fv7/F4uOuuu7jiiitYvnw5kUiESy+99IC+3rNmzeLuu+/mqquu4uabb6ahoYHvfe97ahcmIiIi46YvXWBLX4buVIHykI+sY3HFL9bzQtdIYaAP/0Ujly9vxuN2YdoO3ckCsaCHpTNiVEcDeNyHP6sth9ba2orb7T4geHs8ntHjjiIiY21cQ/fatWsP+bnGxkYeeeSRIz5Gc3Mzv/3tbw97zbnnnsuzzz57zOMTERERGUsF02LHQJZtA1kcx6GhJMgzuxP84283MZQziPo93NA2jzfPqQBGznr3pAvUlwQ5pSZOLDju5XgmvYaGBm677TbWrFmDZVl4PB5uvfVWrXKLyAmjV24RERGRE8xxHHrTRV7uS9OXLlIZ8RHwerj9qV3c9vhObAfmVka46Z0LaCgdKfSayBuk8iatlRHmVcfweydcKZ5Ja/Xq1bS1tal6uYicFArdIiIiIidQzrDY1p9hx2AWj8tFY2mQrf0Zvnj/Fjb1jnTQfueCaj63ooWgz4PjOPSki7hdcOqMEppKQ7i1nXzMNTQ0KGyLyEmh0C0iIiJyAjiOQ1eywJb+NAMZg+qoH6/bxX8+3sF/PbULy3aIB7xc/ebZrFxQPVqdfE+yQHnEx8KaGFXRydOHdqLo7Oxky5YttLa2KlSLyISg0C0iIiIyxlJ5k+2DGdoHcwQ8LppKg2zsTXPDfS+zbSALwHlzKrhmRQuVET8wsiLemy7SWBpkQU2MaEBv046V+m+LyESkV3MRERGRMWDbDoPZInuSebqSBbKGRXV0JFB/+8/t/GBdJ7YDZSEfnz1vDue3VuJyjWwbH84ZpIsW86qjzK2K4PPo/PaxOlT/7ba2Nq14i8i4UugWEREReR0My6YvXWTXcI7edAHbcSgL+aiM+HluT4Iv3b+FnUM5ANrmVfHpN8+mLDwSxi3boTddwOdxc9qMOI2lodEgLsdG/bdFZKJS6BYRERE5DtmiSW+6yM6hLENZA5/HTWXYj9/rJmdYfP3hbfzkuT04QGXEz+dWtHDu3lZgAOmCyUC2SHU0wPzqKJU6v31IR3NOW/23RWSi0t4lERERkaPkOA7DOYOXulP8eccQz3QOUzBs6uNBamMBTNvhl+u7+MAPnuF/9wbudy2s4Y6LTx8N3KZlszuRI2tYnFIT4y+aShW4D2Pt2rU0NzezYsUKmpubWbt27UGv29d/2+PxAKj/tohMGFrpFhERETkKg9kiOwYydKeKGJZNadBH097t4NsGMvz8hS5+u7GXTNECoCYW4Pq3tLJ8ZtnoYwznDJJ5g/qSEK1VEcr3bjOXgzvWc9rqvy0iE5FCt4iIiMhhpAsm7YNZdg7lMG2byrCfoM9D0bS5d3Mfv1jfxbO7k6PXN5YGWbW4jr9eXEvEP/JWq2Da9KQKRANeTmsopaEkiFfF0o7oeM5pq/+2iEw0Ct0iIiIiB1EwLTqHc2wfyJEumlSG/YT9HnYn8ty5voNfb+hhKGcA4HHBObMrWLWkjjObSnHvLYbmOA4DWYO8aTOzPExLZYRYUG+/9jnSWW2d0xaRqUCv+iIiIiL7sWyHrmSebQMZBjJFSkM+GkuCPL5zmP99bjePtQ/h7L22KuLnrxfX8u5FtVS/6lx2tmjRlylSHvaxqC5GXSyI263K5PscTU/tfee016xZg2VZOqctIpOSQreIiIgII6vS/Zki2wYydCcLhHweGktDtA9mue63m3i8Y3j02rOaSrloSR1vml2B91VBOmdYDGYN3C6YVx1ldkWYkM9zkp/NxHYsZ7V1TltEJjuFbhEREZn2EjmDHYNZdg3ncAF1sQAZw+LfHt7GL17ownLA63Zx0ZI63ndqPU1loQPubzsOybxJsmAS9LppLA3RUBqkMuKfdn23j6a917Ge1dY5bRGZzBS6RUREZNqybIft/Rm2D2bJGRZVUT9el4ufr+/itsc6SBZMAN48u4JPnjOLxtIDw3bRtBnKGRRMi3jIx6LaGNXRACUh33g8nXF3NFvGQWe1RWR6UegWERGRaalo2mzqTbGtP0NZyE9lxM9j7UP8+x+2sWMwB8CcijCfevNszmx6pe2X4zhkihbDORO3G6qifhpK4lRF/QS803cb+bFsGddZbRGZThS6RUREZNrJFk02dKfYNZyjJhagO1ng8/du5k87BgEoCXq54g0zefei2tEz27bjMJg1yBRNogEfsytC1JeEKAv5VCCNY98yrrPaIjJdKHSLiIjItJLIGazvStKXKVIa9PKdP+/kp8/vwbIdPG4X7z+1no+d1XRAa69k3mAoZ1AR8TOvupSqiJ9IQG+j9nc8W8Z1VltEpgP9tBAREZFpozdVYH13knTBxHEcVt/xAu1DI1vJ3zirnE++aRYzy8Oj1+dNi750kZDPw5K6OI1loWm5hfxoiqNpy7iIyMEpdIuIiMiU5zgOncN5NnSnsB2H7mSBa+7eSCJvUh318/nz57J85ivntk17pH2YZTvMLA8zuyJMPKjiaIcrjgbaMi4icjAK3SIiIjKl2bbDtoEMm3rThLxuHt42yFcf2oZlOyysifLvf3UKlRE/MBLOE3tbf9VEA8ypjFAdnX5tv/Y5luJo+2jLuIjIgRS6RUREZMoyLJtNPSm2DWSJBbysfbKD/312DwAXzK3iny5oJbh3u3i2aNGfLRILeDltRgkzSoL4PO7xHP64O9biaCIi8loK3SIiIjIl5QyLDd1JOoZyRPwe/unezTzaPgTA5cubWX1mIy6XC9Oy6c0UcbugpSLM7IqIiqTtpX7aIiKv3/T+51sRERGZkgYyRZ7pHGbXcB7HcbjiF+t5tH2IgNfNV1fO56NnNeFyucgZFruTBaqjAc5qKmNRXVyBez/7iqN5PCO7AVQcTUTk2OmnioiIiEwZOcNix0CWHYNZHMehN3VgwbSvv2shC2piwEgbsGTBYn51lLlVEbzTcCt5Z2cnTz/9NGeccQazZs066DUqjiYi8voodIuIiMikZ9kOXck8W/ozDGUNKiM+7n+5n68+uBVzb8G0r79rIVXRAAD9mSKm7bC4NsasivC0LJR2LFXJVRxNROT4Tb9/0hUREZEpZSg7spV83a5hiqZNbdTPrY918C+/34JpO7y1tZLbLlpCVTSA44yEc7fLxekNJcyujEzLwH2oquSdnZ3jPDIRkalHK90iIiIyKRVMi/aBLDsGcxQsi5pYgBe6knzlga3sHMoBcNnZTXxs7/lt03bYk8hTHvGxuC5Oedg/zs9g/KgquYjIyaPQLSIiIpOKbTv0pAu83JdmIFOkIuzH53HxlQe28n8v9QBQEfbxuRUtnNdSCUDBtOlOFZhREuSU2hjRaV4sTVXJRUROnun9E0dEREQmDdt2SBZMdgxk6RjO4fe4aCgJcs+mPr75x+0M50wAVi2u5eN/OYtYcORtTqZo0p8pMrsiwoKaKIG9fbmns31VydesWYNlWapKLiJyAil0i4iIyIRk2w7pokmqYJLImfRlCqQLFoZlUx0N0J3Kc+UvN/N0ZwKAORVh/vEtrZxaHx99jOGcQbposbAmRmtVFI97+p3fPpTVq1ezYsUK1q1bx7Jlyw5ZvVxERF4fhW4RERGZEA4WsjNFi4Jp43ZBxOehLOTDBfz307v4r6d2YVgOAa+bj53VxN+ePuOAtl+96QIOsLQ+TlNZaNoUTOvs7GTLli20trYeceW6oaGBQCBAVVXVSRqdiMj0o9AtIiIi42o4Z7AnkT9oyC4N+gh4XwnS6zqHDyiUtry5jGtWzKGhJDR6Td6w6M0UiQe9LKqNUxMLnPTnNF6OpQ2YiIicHArdIiIiMm66knk2dKdIFQxifu9rQna6YPL0rmGe25Pk2d0JntuTBEYKpX3qzXN469zK0RVsy3boyxSxbIdZ5WHmVERGz3VPB4dqA9bW1qaz2iIi42j6/CQSERGRCcO2HXYMZtjUm8brdtNUGgagL13g2d1JntuT4LndSbb0Z3Bedd9XF0qDkdXyZN6kKuqntSpKddQ/bbaT76M2YCIiE5NCt4iIiJxURdNmU2+K7QNZYn4vf945yJMdI6vZuxP511zfUBLktBklnFof54zGkgO3kpsWvakikYCXJfUxGkvD+PdbKZ9O1AZMRGRiUugWERGRkyZdMNnQnaIzkSPsc3Pd7zbxRMfw6OfdLmitjLB0Rgmn1cdZOqOEyoj/NY9j2Q79mSKm4zCrIszsijDxoO8kPpOJR23AREQmJoVuEREROSn60wU29KQYyhoYlsOaX69n13CeoNfNB5bWc3pDCUvq4kQDh397ksgbDOdMqqN+Wioj1MQC024r+aGsXr2atrY2tm7dSktLiwK3iMgEoNAtIiIiJ5TjOHQO53mpJ4Vp2ewYyPL5ezeTKVrUxQJ8/a8WMrcqesj7m5ZNzrDJmRZ50ybs87CkLkZT2fTaSn60rcAaGhoUtkVEJhCFbhERETlhTMtma3+Gl/szhDwufre5j//4czsOcPqMEv515XzKwq9sH7cdh4Jpky1a5EwL2wGv20XI56Ei4qc85KM6Fph2W8nVCkxEZPJS6BYREZETImdYbOpJ0z6UJeJz8/U/7ODezX0AXLSkjk+/eTZej5uCaTOUMyhaNm6Xi6DXTdjvoaE0RDzoJeL3EPF7p9Wq9v7UCkxEZHJT6BYREZExN5Apsqk3RU+6gAcXn/z1S2zsTeNxu/jMuXO4aEkdMFJYbShn0FAapDIS2BuwPYR8Hp3T3kutwEREJjeFbhERERkzpmWzcyjLy30ZTMthMGPwubs3MpA1KA15+deVC1jWUArAULZIzrQ5pTbGnIoIbrdC9sGoFZiIyOQ2PfdpiYiIyJhL5g2e3Z3g+T1Jgl43T3UO8/e/XM9A1qC1MsL/fOA0ljWU4jgOPakCpg1L60toqVTgPpx9rcA8Hg+AWoGJiEwyWukWERGR18W2HfYk82zqTZMumJSHfdzy6E7ueL4LgBUtFXzhgnmE/R5sZ+TaaMDL4to41bHAOI9+fB1tRXK1AhMRmbwUukVEROS45QyLLX1pdgzmCHndZIsWn/rNS2wfzAKw5uwmVp/VhNvlwrRsdicLVEf9LK6LUxKaXhXIX+1YK5KrFZiIyOSk0C0iIiLHpTdVYGNvisGsQUXYx8+e7+K7j+3EtB0qwj7+6a1z+ctZ5QDkTYueVIHG0hCn1MYI+6f3WxBVJBcRmT6m9088EREROWaGZbO9P8PWgQzgwu2CT/56A8/uTgJw3pwKrju/ldK9K9n7KpS3VkaYVx2btq2/9qeK5CIi04dCt4iIyDRi2w550yJv2uQNm7xpkcqbpAomHrcLj9uFd/SXG68bPG43btdIuHa7XOxO5tiTKFAe8vLI9kG+9vA2MkWLsM/Dp8+dzbsW1oy2+1KF8oNTRXIRkelDoVtERGSKyhkWmYJJ3rTJGRbJveG6YNoUTBvbcQDwuV34PG4cwHEcbOeV/9s4rzyg48LBweN2EfV7+NLvt/Dg1gEATq2Pc0PbXBpKQiOXOg696SJul4ul9SU0lAbVd3s/+yqSr1mzBsuyVJFcRGQKU+gWERGZQgzLZjBr0J3K05MqkiuaOIDLBT63m4DXTcTvoSzkw3Ocq86PtQ9xw/0v058p4nG7WHN2E5ee0Tj6eEXTpjtdoCzkY2FNbNpXKD8UVSQXEZkeFLpFREQmOdt2SOQN+jNFdifyJPImLhxKgj7KSoK4D7HCbNoOncM52gezpIvWUX2t9V1JfrG+G4CZZSG+9LZ5LKiJjX5+OGeQKpjMLAsztypCJDA932ocbSswVSQXEZn6pudPQhERkSkgXTAZ2Bu0B7NFDNsh5vdQFwscsIpdNG06hnPsGMyyfSDLjsGRXzuHcpi2c5ivcGjvO7WO//fGWQR9HgBMa2R1O+TzctqMEhpLQ9P2/PaxtgITEZGpTaFbRERkErFsZ2RFu5hgMG+TKZqEfR4qwv7RquCJvMHvX+7nsZ1DbB/Msns4h3WIbB30uplVHqYs5IN9GflV1+7/od/j5qIldSyfWTZ6W7pgMpA1mFESZH51dFr331YrMBEReTWFbhERkUkib1is70qytStJOO6hLBaiMhIGRlazH9zazz0be/lT+yDGq1J21O9hdkWYWeWv/JpdEaYmFjjk9vMjsR2HnlQBt9vF4roYM8vD+DzTux2YWoGJiMirKXSLiIhMAqm8yYtdSXYP5SgP+ykrCeLyeHh2d4Lfbuzl91v6SRXM0evnVka4YF4VC2uizCoPUxnxj2n18Jxh0ZsuUh31M786SmVUxdJArcBEROS1FLpFREQmuL50gQ3dKRI5kxklATbuGuInL3dw78sDdKUKo9fVRP28bX41b59fTUtl5Kgf37Ds0ZVxtwtwgQsXLkaqnrsY+c2+jwcyI+fH51VHaakME/B6xvLpTmpqBSYiIq+m0C0iIjJBOY5D53CeDd0pLMfBtG3W/HIj67vTo9dE/B7e0lrJO+ZXc3pDyWErlRdNm6K195f5Sgdun8eF1/3KtnDHAQdntG/3yMev3B4P+lhSFaUuHphWvbePtiK5WoGJiMj+FLpFREQmIMt22NqXZnN/hrDXzcs9Ga67ZxPpooXHBW9oLuMdC2t40+xyggdZac4WLZJ5A2NvdXKP24Xf48bvcVEZ9RP3ewn5PQS9HgLekf7dMHJO+9Uh+5WPHWwHwn4PId/0Wt0+1orkagUmIiL7HHPovvTSS1m9ejXnnHPOiRiPiIjItFcwLTb2pNk+kKEi7OOX63v41p924ABL6mL84/IqZtVX4/H6XnU/m0TeIGdYRPxeauMBKiIBgl43Qd/ecO1xT9tWXsdLFclFROT1OObQnUgkOP/882lububDH/4wl156KTNmzDgRYxMREZl2UnmTDT1J9iQKlIV8/OtD27hnUx8Af72olk+9qYl8anj0etOySeRNMoaF3+OmPOTjlNoY5WE/0YA2tI0FVSQXEZHX45j7evzqV79i9+7dXHHFFfz0pz9l5syZvP3tb+fnP/85hmGciDGKiIhMC/3pAus6h+lOFvC5XXz8zhe5Z1MfHhd89rw5/ONbWvB53Ng2DOcMOofz9KSLBHxultTF+MtZ5Zw9s4ymsrAC9xjaV5F8f6pILiIiR+u4mmlWVVVx9dVX8/zzz/PEE0/Q0tLCxRdfTH19PVdddRVbtmwZ63GKiIhMWSMF03Ks60yQKZgMZIp8+KfP8VJPmpKgl/94z2Led2o9LpeL/kyRvkwBXDCvOsIbZpbxxlkVzKmMUhryTavCZifLvorkHs/IOXZVJBcRkWPxuv4ZvKuri/vvv5/7778fj8fDO97xDtavX8/ChQu56aabuOqqq8ZqnCIiIlOSbTvsGMzwUk+aoNfNE7uG+eqDWzEsh5bKMF9/1ynMKAli2Q5dqTxBt4uFNTFamyqIhNQb+2RRRXIRETlexxy6DcPgN7/5Dbfffjv33XcfS5Ys4ZOf/CQf+tCHiMfjANx555185CMfUegWERE5DMt22NKXZnNvmqjfy/ee7OAnz+0B4LyWCm64YB5hv4e8adGTKlIXC9BSEcRID+P3HtdmNXkdVJFcRESOxzGH7rq6Omzb5oMf/CBPPvkkS5cufc015513HqWlpWMwPBERkanJsGw29qTY2p/B73Fz7T0beWpXAoA1Zzex+qwm3C4XybxBIm8ypzLMvKooHmz60kd4cDlqR9t7W0RE5Hgdc+j+xje+wXvf+16CweAhryktLWXHjh2va2AiIiJTVd6w2NCdZOdQDtN2+OSv17NrOE/I5+aLbfM4r6USx3HoSY2c3V5SF2dmeRi324Vh2Ef+AnJUjrX3toiIyPE45r1pF1988WEDt4iIiBxaumDy7O4EO4dzJHIGl/98JHDXxQLc/v6lnNdSiWnZ7BrOE/Z7OKOhlNmVEfXWHmOH6r3d2dk5ziMTEZGpRv1ERERETpLhnMH6riT96SLtgzmuu2cTedNmXlWEm9+9iMqIn2zRoi9TpLE0yIKamFp/nSDqvS0iIieLfpKLiIicBP3pAi90JUkXTJ7uHOZfH9yK5cDy5jK+unI+Eb+XwWyRnGkzvzpKa1UEn0fF0k6Ufb239w/e6r0tIiIngn6ai4iInGB7Enme2Z0kWzD5vw09fOWBkcD9roU1fOOvFhL2eehK5rEdOK2+hAU1UQXu16mzs5OHHnrokNvF1XtbREROFq10i4iInCCO49AxlOPF7hTgcNsTu/i/l3oA+OhZjaw5uxkH2J0oUBr2srguTnnYP65jngqOtkCaem+LiMjJoNAtIiJyAhiWzbb+DC/3Z3ADNz6wlUd3DuF2wedWtPCexXVYtsOeZJ7KiJ9T60uIBfVj+fU6VIG0tra2g4Zq9d4WEZETTT/dRURExthwzmBTb4o9iQIul8M1v93Mpt40Aa+bG98xn3NmV2DuDdy10QBL6uNEVDBtTKhAmoiITDT6CS8iIjJGbNuhM5FjU2+GnGFi2jZX/XoDe5IFSkNevnnhIhbVxjAtm93JAg2lQRbXxQn5POM99ClDBdJERGSiUZUWERGRMZAtmrzQleTZzgQe10jxtMt+9gJ7kgUaSoLc/v6lLKqNUTRtdifzNJcFObVegXusqUCaiIhMNFrpFhEReZ16UgU29aYYzBpUhv38YF0n33uiAwdYWBPlmxeeQnnYT9606EkVmV0RYWFNDL9X//Z9LDo7O9myZQutra2HDdEqkCYiIhOJQreIiMhxMiyb7f0Ztg5kcOEi6HFx1W82sK4zAcBfL6rlU+fOJuj1kDMsetMFWisjLKiJ4VVLsGNytBXJ91GBNBERmSj0E19EROQ4JHIG6zqH2dCTJur3smMwy9/8+DnWdSYI+zz8y9vmcd35rQS9HjJFk75MkfnVMRbWxhW4j9GhKpIfqge3iIjIRKKVbhERkWPw6mJpNbEA//VkB7c/uQsHmFsZ4caV82kuCwOQLpgM500WVkdprYridrvG9wlMQqpILiIik5lCt4iIyFFK5U229mfYOZQl6vfg97j5xJ3reXZ3EoBVi2u56s0j28lhpHVYxrA4pSbKnMoILpcC9/FQRXIREZnMtL9NRETkCCzboWMoyxMdQ7QPZqmJBtjYm+ZDP3qGZ3cnifg9fOXt87n2LSPbya29PbhN22FpfVyB+wg6Ozt56KGHDrldXBXJRURkMtNKt4iIyGEk8wZb+tLsGs4T8XuoLwny3Ufb+f7TIwFxXlWEG9+xgKayEAB5w6InXaQm5mdBTYzysH88hz/hHW2BNFUkFxGRyUqhW0RE5CAs26FzOMfLfRkyRZOaaICO4Ryf+s1LrO9OAfDeU+v45JtmE9jb+mswWyRr2LRWhplbHSXgVQ/uwzlUgbS2traDhmpVJBcRkclIoVtERORV9q1udwznifk9VEX9/OcTHfzPuk4s2yHi9/D5t7ZyfmsVAKbt0J3KE/Z5OX1GCQ2lQW0nPwoqkCYiItOBQreIiMhelu2wa+/qdq5oURcL8OzuBDc+uJVdw3kA3jy7gs+cN4faWACAbNGiL1OgviTI/OoYpSHfeD6FSUUF0kREZDpQ6BYRkWnPsh2GcwbbBzJ0DueIB31E/G6+9Pst/HZjLwBVET+fPW8O57VUAuA4DgNZg6JlM786RktlBL9X9UmPxb4CaWvWrMGyLBVIExGRKWlc3x3ccsstLFmyhHg8TjweZ/ny5dxzzz2jn8/n81x55ZVUVFQQjUZZtWoVPT09BzxGR0cHK1euJBwOU11dzWc+8xlM0zzgmocffpjTTz+dQCBAS0sL3//+90/G0xMRkQnMtGwGMkW29KX5044BHm0fZE+yQG0swJ92DHLR/6zjtxt7cQHvO7WOn12ybDRwm5ZNZyKP1+1iWUMpC2qiCtzHafXq1bS3t/PQQw/R3t5+0CJqIiIik9m4rnQ3NDTw1a9+ldbWVhzH4b//+7+58MILefbZZznllFO46qqruPvuu/nZz35GSUkJH//4x3nPe97Dn//8Z2Dk3NfKlSupra3l0Ucfpauri0suuQSfz8dXvvIVAHbs2MHKlSu5/PLL+dGPfsQDDzzARz/6Uerq6mhraxvPpy8iIieZadkM5wwGMkW60wUSORPbGTmjXRXx05Us8A+/3sBTuxIAtFSGue4trSyui48+RipvMpgzaCwd2U4eC2rT2OulAmkiIjKVuRzHccZ7EPsrLy/na1/7GhdddBFVVVX8+Mc/5qKLLgJg06ZNLFiwgMcee4yzzz6be+65h3e+853s2bOHmpoaAL773e9yzTXX0NfXh9/v55prruHuu+/mxRdfHP0aH/jABxgeHuZ3v/vdUY0pmUxSUlJCIpEgHo8f+Q4y6RmGQV9fH1VVVfh8Op8pr4/m0/gy9gvaXck8yYKJ40DU7yEW8OL1uMkWLX787G7+68kOipZDwOvmY2c18benz8DrGVnBNm2H3nQBr9tFS2WEmeVhfJ6Tv7o9WeZTZ2cnW7ZsobW1VYF6Apss80kmB80nGUtHmk+TKaNNmL1wlmXxk5/8hEwmw/Lly1m3bh2GYXD++eePXjN//nyampp47LHHAHjsscdYvHjxaOAGaGtrI5lMsmHDhtFr9n+MfdfsewwREZmacobFtv40f9w+wKPtQ2zuzWA7UBsL0lgaIuTz8PC2AT5710u89dbH+e5jOylaDmc3lfLTi0/n7/6icTRwpwsmuxN5KsN+zmwqo7UqOi6Be7JYu3Ytzc3NrFixgubmZtauXTveQxIRERk3474nbv369Sxfvpx8Pk80GuXOO+9k4cKFPPfcc/j9fkpLSw+4vqamhu7ubgC6u7sPCNz7Pr/vc4e7JplMksvlCIVCrxlToVCgUCiMfpxMJoGRf20xDOP1PWGZFAzDwDRNfb9lTGg+nVzZoklXIk/HcI5k3iQW8FAd8uFxu8ibNo9s6eX+rQP8accQefOVqtkNJUEuO7OBC+ZW4HK5sEwDy3boTRVwe1zMr4gwsyKMz+Ma1+/lRJ9Ph+q9vWLFCq14T0ATfT7J5KL5JGPpSPNpMs2zcQ/d8+bN47nnniORSPDzn/+cSy+9lEceeWRcx3TjjTdyww03vOb2/v7+A8K4TF2maTI0NASA1zvuf01kktN8OjnyhkVfukhXKk+mYBENeCjzeynmbH6/LcsjO1M82pkmZ75yqqo26uPNzVHObY7RUhbA5XKRTox8r3JFi0TepCLipykWotSVY3gwN15Pb9REn09PP/30QXtvr1u3jkAgME6jkkOZ6PNJJhfNJxlLR5pPqVTqZA/puI373wa/3z/aj3PZsmU89dRT3Hzzzbz//e+nWCwyPDx8wGp3T08PtbW1ANTW1vLkk08e8Hj7qpvvf82rK5739PQQj8cPusoNcO2113L11VePfpxMJmlsbKSysnLCnxeQsbHvX84qKyt1JkleN82nEytTMOlK5unI5EgV/MTjIeqCXjoTBb71zB4e2DpAumiNXl8b8/OWlgrOb6lgQXUEl8t1wONZtkNfugAhF0tnhJlZMbFagU30+XTGGWcctPf2smXLqKqqGseRycFM9Pkkk4vmk4ylI82nyfQPueMeul/Ntm0KhQLLli3D5/PxwAMPsGrVKgA2b95MR0cHy5cvB2D58uV8+ctfpre3l+rqagDuv/9+4vE4CxcuHL3mt7/97QFf4/777x99jIMJBAIH/Sb6fD69gEwjXq9X33MZM5pPYy9TMOkcztExnCdVMCkN+ZgZDdGZyPOtB3dwz6ZerL2L2tVRP29preStrVUsqovhflXQ3iddMBnIGtTEw8yrilIZnZg/0CfyfJo1a9ZBe2/PmjVrvIcmhzCR55NMPppPMpYON58m0xwb19B97bXX8va3v52mpiZSqRQ//vGPefjhh7n33nspKSlh9erVXH311ZSXlxOPx/nEJz7B8uXLOfvsswG44IILWLhwIRdffDE33XQT3d3dXH/99Vx55ZWjofnyyy/n29/+Np/97Gf5yEc+woMPPsgdd9zB3XffPZ5PXUREjtO+sL1zOE+maFIa9NJUGmR3Is83/7CD327sGQ3bb5xVzsXLZnDajJJDBm3TskkXLdIFE6/HzcKaGLMn2Or2ZLN69Wra2trYunUrLS0tOsstIiLT2riG7t7eXi655BK6urooKSlhyZIl3Hvvvbz1rW8F4Bvf+AZut5tVq1ZRKBRoa2vjO9/5zuj9PR4Pd911F1dccQXLly8nEolw6aWX8sUvfnH0mlmzZnH33Xdz1VVXcfPNN9PQ0MD3vvc99egWEZlkssWRCuLtgznSo2E7RGcixzdeFbbfMLOMy85uZlFt7DWP4zgOOcMmUzTJmTYel4towMOcygg1sQBVE3R1e6I42lZg6r0tIiIyYsL16Z6IJlMPOBkb6jMpY0nz6fXJGRa7h3O0D+VIFUxKgl7iAS97kgX+68kO7trYi2WP/Ch7Q3MZl53dxKK6A1+rTdshXTDJFC1sxyHk81AS9FITC1ISGnk87yRpAXYi5tPRBum1a9eOViZ3u93cdtttrF69ekzGIONDr08yljSfZCxNpT7dE+5Mt4iICIxUI9+TyLNjKEsyZxIPemksCdKdKvCtP7Xzfy/1jIbt5c1lfOysJpbUv/JD13EckgWTZN7EvXc1e1Z5iIpIgJKgl7Df85oialPJWAfpQ7UCa2tr04q2iIjIYSh0i4jIhFIwLbqSBbYPZEjkTWJ+D42lQQazBv/2yHZ+8UIX5t6wfXZTKR87u5lT6w/8F+5U3mQwXyTm93FKbYzysJ940Itvkqxmv14nIkhv2bLloK3Atm7dqtAtIiJyGArdIiIyIZiWze5Enh2DWYayBtGAh4aSINmixXcf28mPn91NzhgJfWc0lHD5G5pZWl9ywGNkiiPVx8M+DwurYzSWhogEptePuhMVpFtbWw/aCmxf208RERE5uOn1TkRERCYkw7LZ0J2ifTBL2OehoTRI0bL54brd/PfTu0jkTQAW1kS58i9nclZT2QH3zxkW/ZkiAa+buVVRmkpDxILT80fciQrSDQ0NB20FplVuERGRw5ue70hERGTC2Be4tw9kqYsFcLvgzvXdfO+JDvoyRQBmlYe44g0zOW9OxQHnsPPmSNj2ut3MqgjTXBamNDS1i/d0dnby9NNPc8YZZxy09/WJDNJqBSYiInLsFLpFRGTcGJbNi90pdgxkqIkGeHBrP7c+vpNdw3kAamMBLju7iXcsqMHrfiVsF02b/uxIIG8qDdNcHqIs5JvShdHg6M5qn+ggrVZgIiIix0Ytw47CZCpHL2NDLS9kLGk+HVzRHFnh3jGYAQf+8Z5NbO7LAFAW8vGRMxtZtbgOv9d9wH36M0UcF9TFAswsD1MZ8U/5sA0jK9zNzc2vWcFub28/aAju7OzUirQckV6fZCxpPslYUsswERGR12H/wG3ZDv/vVxvoThWI+D1cvKyBD55WT8TvPeD6/kwRXFAbD9BcNhK23e6pH7b3Odbq4VqRFhERmRgUukVE5KTaF7i3D2awbYeP3/kivekizWUhblm1mOpoYPTagmkzkCniAHXTNGzvo+rhIiIik9P0aFgqIiITQtG0Wd+VYMdgFtOy+ftfjgTuWeUhbr1oyWjgLpg2e5J5+jNFauMBzm4uY1lDKdWxwLQM3PDKWW2PxwOg6uEiIiKThFa6RUTkpCiYFi92Jdk5lKdgWnzizhcZyBrMqQhzy6rFlIf9Iyvbewuk1e49s10Rnp4r2wezevVqVqxYwbp161i2bNlBq5eLiIjIxKLQLSIiJ9z+gTtnmHzizg0M5QzmVkb4zqrFlIZ89GeKFEybGSUBmsqmT4G0Y9XQ0EAgEKCqqmq8hyIiIiJHQaFbREROqIJp8cKeJLuG82QLJh//1Ysk8ibzqiL8x3tGAndfuoDL5eKMxlLq4oFpF7Y7OzvZsmULra2t2i4uIiIyxehMt4iInDD7B+5U3hgN3Atrotyyd4W7d2/gPrU+Tn1JcNoF7rVr19Lc3MyKFStobm5m7dq14z0kERERGUMK3SIickIYls1L3Wl2DedJ5Ip84lcbSORNFtfG+M57FhMP+uhJFfC43SydUUJtPDjeQz7pOjs7ueyyy0Yrktu2zZo1a+js7BznkYmIiMhYUegWEZExZ1o2L/WM9OEezI4E7lTB5NT6ON/660VEA166UwV8HjdL6+PUxAJHftAp6HC9t0VERGRqUOgWEZExZdkOm/sybOvP0pcu8slfbyBTtDh9RpxvvXtv4E7mCXjdLJ0Rp3qaBm54pff2/tR7W0REZGpR6BYRkTFj2w5b+tJs6UvTny5w9W9eIlO0OKOhhJvfvYiw30NXMk/Q52FpfZyq6PQN3KDe2yIiItOBqpeLiMiYcByH7QMZNvemGcgU+fRdG8kaI4H7mxeeQsDrZk8iTzjgYWl9CRUR/3gPeUJYvXo1bW1tbN26lZaWFgVuERGRKUahW0RExsSOgSwv9aYZzBp86v9eGj3D/Y29gbs7VSAS8LB0RgnlYQXu/TU0NChsi4iITFEK3SIi8rrtGsqxoSfFULbIp+96iUTe5JSaGDdfeApBr5uuVIFowMup9XEFbhEREZlWdKZbRERelz2JPC90JRnOGXz2ro0MZg3mVkX41l+fQsTvYU8yTyzgZakCt4iIiExDCt0iInLcelIF1nclGcoWueaujfSmi8wuD/Mff72IeNBHV7JAPOhj6YwSyqZh4O7s7OShhx5S320REZFpTKFbRESOS3+6wAt7kvSlC1z72010pQo0lYX4zqrFlIX9dKcKhP0eltTHKQ35xnu4J93atWtpbm5mxYoVNDc3s3bt2vEekoiIiIwDhW4RETlmg9kiz3cl6U3l+fzvNtOZyDMjHuSW9yymMuKnP1PE53GzZJpuKe/s7OSyyy7Dtm0AbNtmzZo1WvEWERGZhhS6RUTkmHQl8zzTmaA3VeCG+7fQPpSjJurnllWLqYkFGMwWsR2HxXWxaduHe8uWLaOBex/Lsti6des4jUhERETGi6qXi4jIUbFth/bBLBt7UxRMmy/dv4Ut/Rkqwj5uWbWE+pIgibxB0bI5tb6EunhwvIc8blpbW3G73QcEb4/HQ0tLyziOSkRERMaDVrpFROSIDMtmY2+a9V1JcOCG+15mY2+a0pCXW1YtpqksRLpgki5aLKqN01AaGu8hj6uGhgZuu+02PB4PMBK4b731VvXiFhERmYa00i0iIoeVMyxe6k6ycyiPzw2fuWsjG3vTxANevvOexcyuiJApmgznTU6pidJUNr0D9z6rV6+mra2NrVu30tLSosAtIiIyTSl0i4jIIQ3nDF7sStKXKWLbNlf86iV2J/KUhXz8f+8+hblVUfKGxWDWYEF1lDmVEVwu13gPe8JoaGhQ2BYREZnmFLpFROSgupN5NnSnyBRNknmDq379EkM5gxnxIN/660U0lYUomDa9mSJzq6K0VkWnReDu7Oxky5YttLa2KlCLiIjIEelMt4iIHMBxRgqmPbM7gWHZdAzlueIX6xnKGcyvjvJf7z+VprIQhmXTncozpyLMvKoIbvfUD9zqvS0iIiLHSqFbRERGmZbNxp40z+9JEvS6eXLXMJ/8zQZyhs1ZTaXcetFiKiJ+TNthT7LArPIIC2pieD1T/8eJem+LiIjI8Zj675JEROSopPIm67tSbOpNUx7ycuf6bv753pexbIe3z6/imxeeQsTvpWja7E7kaSwNsrA2im8aBG5Q720RERE5PjrTLSIyzRVNm13DWbYN5MgWTWpjfr71p3Z+8tweAC5e1sAn3jgTt8tFtmjRny0yqyLMwpooAa9nnEd/8qj3toiIiByP6bE8ISIir+E4Dt3JPE92DPHCnhQeF9REA3zh3pdHA/fV58zmH940C7fLRTJvMJgzmF8VZXFtbFoFblDvbRERETk+WukWEZmGknmD7QNZdg3ncLtczCgJkjMsPvGrF1nXmcDrdnFD21za5lUD0J8pYto2i2tjzKoIT4sq5Qej3tsiIiJyrBS6RUSmkaJp0zGUZftgjkzBpDrmJ+j18ETHEF97aBvtQzkifg//9q6F/EVj6chqeKqA3+vhtBml1JcEx/spnBDH0gZMvbdFRETkWCh0i4hMA7bt0JMusK0/Q2+6SGnIS1NZiF3DOb7xh+38YfsgAJURPzdfeArzqqNYtkNXskBp2Mui2jgVEf84P4sTY+3ataNVyd1uN7fddhurV68e72GJiIjIFKHQLSIyhTmOw3DOoH0wx65EDq/LRcPereQ3/3E7//vsHkzbweOC951az8fObiIe9GFYNl2pArXRAIvq4sSCk/PHxZFWsA/VBqytrU2r2SIiIjImJue7KBEROaxU3mQwW2RPIs9gzsC0HKqifrxuF//3Ug/febSdwawBwBuay7jqzbOZVR4GIG9Y9KSLzCoPs6AmStA3OQumHc0K9uHagCl0i4iIyFhQ6BYRmSJyhsVApkh3Kk9/2iBnWIR8bspCPgJeN890Jvi3R7bxcl8GgOayEFedM5s3zioffYxU3mQ4bzCvOsq8qgjeSdqD+2hXsNUGTERERE40hW4RkUmsaNoMZov0pAv0pIpkiiZ+t4t40EdVdOQM9p5Enpv/tIMHtvQDEAt4+dhZTbzv1LrRUG3aDv3pArhgcV2MWeUR3O7JW6H8aFew97UBW7NmDZZlqQ2YiIiIjDmFbhGR/7+9O4+Psjr0x/+ZeWZfMtk3JgkhCQRQ3ItgRbRKqtja1u5VWxsLaKyi/arX1kr13qt203rd+TVXe1VstXW5F1BEBFxArYpFVCABAgwhyWSdyazPcn5/TDIwJGSBCckkn/frlRfJzJkz5yGHh3xytjFECAFFE1B7P8ThnyP+uSYEAlEVB/1hdIcV6HQ6uCwGZLos0Ol0kFUN7+xpx+s7vXhjpxdRVUCvA751cgGWzClButUYf8/OkAxfREG+w4yybDtyneZR/BtIjuGMYPMYMCIiIhpJDN1ERGOAqgm0dEfQ0BZEQFbjwVoTAqoWC+PiiNfodIDDZEBBmgWSXgdFE3h/XyfW7vRifX0bfBElXvasIhd+cV4ZyrPt8cfCsoqWQBROswGnTXJhkssCYwpMJx/K8V7DHcHmMWBEREQ0Uhi6iYhGkaYJeANR7GkPoNkfhVGvg90kwSzpodcDkk4HvU4HvQ7Q6fpO91Y1gS0HurB2pxdv1rehIyTHn8uyGXHh1BwsmJqDWQXO+Ot7p5ILAGVZNkzJssNhTo3/DoZzvBdHsImIiGgsSI2fsoiIxhkhBNoCUTR0BNHoi0APIM9h6jPSrGoCYUVFSNYQktWeDw3+iIL39nbgjbpWtAai8fLpVgO+Up6Ni6bm4LRJLkhHrMs+cip5jsPUb5gfi47leC+OYBMREdFoY+gmIjrB2oNR7G0P4UBXCAJAjs2EoKzi0U0N2NTQgWBURUhREYpqiKjaoPU5zQacX56FBVNzcGZROgz9bIAWklV4U3Aq+eF4vBcRERGlIoZuIqITpCsko9EbxP7OMBRNQ7bdBE0D/ucjD57+yINAVD3qa3UArEYJVqO+508J5dl2LJiajbNLMvoN0JoQCERU+CIK9DqgPMuG0hSaSn4kHu9FREREqSg1f/IiIkoh/rCC3W1BdLUJyNAj226CQa/Di582ofaDfWgPxtZhT8ux4+ovFSHfaYmFa0NPyO5Z4z2UaeCqJtAdVeCPKIAA7GYDSjKtKEyzINueOlPJ+8PjvYiIiCgVMXQTEY2QQESBpzOEXV4fOtqDKMizI8dqwZodXjy+uQGNvggAoCjdgmvnTMaFU7OhP4ZQrKixNd6BqAboAIdZQlmWHdl2EzJsRpgNUrIvbdRwczQiIiJKNQzdRERJFpJVHOgMoaEjBF9YgcuoR57ThE8a/Xjs/c9R3xoEAGTbTfjZ7GJcNjMPhgHWV6uagBCxc7p7jxHTNCCqagjKKvQ6HdIsBkzLtSLLbkK61Zhy67WHg5ujERERUSph6CYiSpKIouKgL4JdbQH4QgrSLAYUp1vw8f52PPS2B9u8IQCAwyThJ2cV4funFsJiPDQKHZJVtAVlCBE7kVunA4QA9DodJH3syLDDjxCzGPUozbIh02aCy2IYMLgTERER0ehg6CYiOk6yquGgL4zdbUG0B2WkmSUUpVtQ3xrEXa/vxNt72gEAZkmH7582CVed6YbLYoy/PqJo8AYiMOj1KM20ItNm6gnaOkg6QNLrDn2tjwVuqefrVF6jfSSPx4O6ujpUVFRwJJuIiIjGDYZuIqJjpKgamvwR7GkPojUQhd0YC9sHfRHc/9ZOvLa9BQKApAMuLndh8TllKEi3x18vqxq83VEIAG6XBaVZdmTaTKN2PaOptrY2fga3Xq/H8uXLUV1dPdrNIiIiIjpuDN1ERMMUklV4uyPY1xFCayAKi0GPSWkWdIZk/HHjbvxj60EoWmyK+EUV2Vj0pUnI0IXgdMQCtaIJtAWikDWBfKcZpZk25DhSe2fx4+HxeOKBGwA0TcPixYtRVVXFEW8iIiJKeQzdRERDoGkCHSEZTf4IGrvC6I4osBr1KEizICyr+P/e34tnPz6AkBwLjmcXp6PmnMmYnueEqsjwd4agCYGOQBTBqIJcpxmlmXbkOc2Q9BMzbPeqq6tLOHsbAFRVRX19PUM3ERERpTyGbiKiAYRlFa2BKPZ3hNAWjELVgDRLbBp5VBX46ycH8OQH+9EVVgAAM/Ic+PmXS3FWUXq8DiEE/GEFHSKCHJcVM/IyUJBm5sZnPSoqKqDX6xOCtyRJKC8vH8VWERERESUHQzcR0RGEEOgMyWj2R3CgKwxfRIFZ0iPLZoLJoEdXWMYLWw/iLx960OyPnbU9OcOK686ZjPPLshKmifvCMtr8ERj1wKwCJ0pynOPq3OxkcLvdWL58ORYvXgxVVSFJEp544gmOchMREdG4wNBNRNRD1QRa4mu1I5BVgTSLAUUuC1RNYPPeDqz8ogVv7W6DrMbWbOc5TFg0pwQLp+fBcNg08e6IgvaQDLvJgBl5DlhVHdzZdhgZuPtVXV2Nqqoq1NfXo7y8nIGbiIiIxg2GbiKa8HrDdkNbEC3dERgkPTKsJpgNeuz0dqP2/f14bUcL2oNy/DUV2XZcNjMP3zy5AGbDoWniYVmFNxCF2aDH1BwHSjKsMOsFvD1ndNPRud1uhm0iIiIadxi6iWjC0jQBbyCKPe0BNPujMOh1yHea0RVW8MLWRqz+vAU7WwPx8hlWI75amYNLp+dhWq4joa6IoqE1EIGk12Fypg2TM21It8bO4pZlGRMVz94mIiKiiY6hm4gmHE0TaA1E0dARxEFfBAZdbJr4jpZu/PbNemxqaEfP7HEYJR3mTcnCpdNzMacko8/mZ4qqwRuIQgMwyWXB5Ew7Mm3GCXv81+F49jYRERERQzcRTSBC9ITt9iAO+iPQIxa2u8IK/vONOqz8oiVe9qR8Jy6dnouLpuXAZTH2qUtWNXSEZEQVDXlpseO/cuwm6Cf48V+9ePY2ERERUQxDNxGNe0IItAWi2NsRRKMvAh2AHJsJALBiywHUvr8fQVkFAFw6PRc/OasIkzNt/dYTiKroDMvQQYcsu5FnbR8Fz94mIiIiimHoJqJxq3dke1/PNHJNCGTbzTBJOryzpx33v7Ub+zvDAICZeU7cMn8KTipI61OPomroDCsIRBU4zEZMybQhP82CTJuJYfsoePY2ERERUQxDNxGNO71rtvd2BNHUc452ps0Ii0FCQ3sQ92/cjU17OwAAWTYjfv7lUlwyPRf6I9Zhd0eU2Ki2TocMqxGVuQ5k202wm3nrHAzP3iYiIiKK4U+ORDRu9O5G3juyrQOQZY8d/dUdUfDApt346yeNUDUBg16HH542CT/9UhEch4VoRRPoDMkIRFXYTRImZ9pQyFHtY8Kzt4mIiIgYuoloHOgN2w3tQTR3R6ATQI7dBJNBj6ii4cVPD+LxzXvj52yfW5qJm+ZNQXGG9VAdQqA9KCMkq8iymzCtZ1TbwVHt48Kzt4mIiGii40+TRJSyVE3A2x1BQ0cQzf4oJF1sgzRTz8j23/7ViBUfH4A3EAUAlGRY8YvzpmDu5MyEerrCMjpDMjJtJszIc6IgzdznaDAiIiIiomPB0E1EKSMsqwhEVQSiCjpDMjpCMjpDSvycbaOkR2sgir++dwB/33oQ3dHYjuQ5dhOuPMON75xSAONhYToYVdEajMJuMmBWQRrc6VZYjNJoXV5K8Xg8qKurQ0VFBUeyiYiIiAbA0E1EY5Kiaj0BW4U/LKMtKKM7qiIkK9AEYNDpYDXqke8wwSDpsbcjiGc+OoCVXzRDVgUAYHKGFVee6cbF03JhMhwK21FFgzcQgaTXozzLhsmZdjgtvB0OVW1tbfwMbr1ej+XLl6O6unq0m0VEREQ0JvGnTCIaM0KyirZAFN7uCDpCMkKyhqiqQa8DLAYJFoMe6RZLwoZm25r8+J8P92N9fRtEz2OzCpy46swizJuSmbAjudqzq7msCRSmWTAly44su+kEX2Vq83g88cANAJqmYfHixaiqquKINxEREVE/GLqJaFQpqob2oIxmfxhN/ii6owpMeh2sJgmZVmPCCDUQmxK+09uN7d5urK9vw0eervhz55Zm4qoz3Ti1MA26w8K2ELEdyf1RFTl2E8qy7chzmKHnbuTDVldXl3D2NgCoqor6+nqGbiIiIqJ+MHQT0QknhEBXWEFrdwQHfGF0hhQAAi6zEUUuSzww+8Iy/nXQh+0t3fGPfR2h+Ig2AEh6Hb46LQdXnuFGebY94X16j/8KRlWkWQ04fZILhS5LwrpuGp6Kigro9fqE4C1JEsrLy0exVURERERjF0M3EZ0wwaiCtoCMA74Q2gIyoqoGh0lCvtMMg16Hxq4wXtrWhE+bfNjR0o1GX6TfenLsJlTmOjAjz4GvzchDfpol4fmooqE9GJtGntVTNs9p5iZpSeB2u7F8+XIsXrwYqqpCkiQ88cQTHOUmIiIiOgqGbiI6Zv6wAl9EhhCxc641gfjnqqZBFbF11KomIGsa2oMKAhEFZoMe6VYDLAYJXWEZr2xrwms7WrDlgK/Pe0xKs2Barh2VuQ5U5jowLcdx1HXYwaiK9lAUep0OuQ4zijOsyLGbePxXklVXV6Oqqgr19fUoLy9n4CYiIiIaAEM3EQ1bd0TBvo4Q9neGEIyq0OkAnS4WuIHY5xCATqeDXhf7UwfAbpKQmW5BVBV4Z087Xt3egnf2tEPRYi/UATizyIW5kzMxPdeBqTl2pFmMA7ZFCAF/REFnWIHFoEdJhg1ulwWZNhPXbI8gt9vNsE1EREQ0BAzdRDRkgYgCT2cIDR0hBGUVmVYjsoe4+7cmBLYc6MKr2714Y6c3foY2AFRk23FxZS6qpuUgz2ketC5VEwgrKkKyhmBUhcNswPRcBwrSLHBZBw7pREREREQnEkM3EQ0qGFVwoCuMhvYQuqMK0i0GZNutaOmOwNMVRndEiZ+pHYj2//kXLd1o9h9ao53nMOGrlbm4uDK3zwZohxNCIKJoCMmxkK0IAb0OsBoNcJglVGTbkZ9mhs3E2xkRERERjT38KZWIjiokqzjQM7LtCytItxpQ5LJghzeAZWt24u097cOqz26ScGFFNi6uzMXpblfCGdq9FE0gEFUQkjXIamyHbItBgtWkR57TDJfVCLvJALtJgtmgTzgajIiIiIhorGHoJqI+wrKKxq4w9nQE0RWS4bIYUZxuQX1rEP+xtg7rd7UBAPQ6INtugt0kwWY0wG6WYDdJcPSE4thH7PMchwmzizNgNvTd1Kx3XbYvogDQwWmWUJBmRobVFK/HapS4RpuIiIiIUg5DNxHFqZrAQV8Y9a0BdIRkOE0SitOt2N0exH1v1uONulYAsQ3PvlqZg2tmF6Mkw3bM7xeSVXSFYkeHOS1GTMm0Ic9pQabNyB3HiYiIiGhcYOgmIgBARzCK+tYADnSFYTVKcLss2NcRwh827sbrO7zo2ZgcF1Vk42dnF2NK1tHXYQ9EVjV0hWNrva1GPXKdZhS6LMiymXiO9ijzeDyoq6tDRUUFdyYnIiIiShKGbqIJLiyr2NsexO72IKKqhnynGU3+CO56fQ9e3d6CntO8cH55FhafXZKw6ZkQArIqIHo+j/0Z26kciP3Z+5iqCYQUFXqdDhlWI6blOpBlM8Fhlrguewyora3FokWLoGka9Ho9li9fjurq6tFuFhEREVHKY+gmmqA0TaDJH0FdazdaA1Fk20wwSXr8fsMuvLKtCWpP2J43JROLzi5BZa4j4fVdYRmdIQVmgz52Fjd0Ped1x87k1usA6AA9AL1eB6OkQ0mGFdkOMzKsRq7PHkM8Hk88cAOApmlYvHgxqqqqOOJNREREdJwYuokmoK6QjN1tQezrDMEs6VDksuDV7V786e3d6AwpAIC5kzOw+OwSzMx3JrzWH1bQHo7CaTJiVoETOQ4zJL0uFrzjgTsWwPU9X/eGcRqb6urq4oG7l6qqqK+vZ+gmIiIiOk4M3UQTSFTRsK8jiF1tQYRkFbkOMxp9Yfzq1R34+EAXAGBKlg3/dn45Tne7El4biCpoC8qwGSXMyHWiKN0Ku5m3kPGgoqICer0+IXhLkoTy8vJRbBURERHR+DCq2wPfe++9OOuss+B0OpGbm4tvfOMb2LFjR0KZ+fPnx0bPDvtYsmRJQpl9+/Zh4cKFsNlsyM3NxS233AJFURLKbNiwAaeffjrMZjPKy8vx1FNPjfTlEY0ZQgg0+cL4YF8Hth70wyTpkOMwofaDffjBMx/j4wNdMBv0+PmXJ2PFD09LCNwhWYWnM4xAVMXUHAfmTM5AZZ6TgTtFeDwerF+/Hh6P56hl3G43li9fDkmKbWQnSRKeeOIJjnITERERJcGo/tS8ceNG1NTU4KyzzoKiKPjlL3+JBQsW4PPPP4fdfmizpp/97Ge4++6741/bbIeOKFJVFQsXLkR+fj42bdqEgwcP4qqrroLRaMQ999wDANizZw8WLlyIJUuW4Nlnn8W6detwzTXXoKCgAFVVVSfugolGQXdEQX1rAPs6QpD0OrhdFry/rwO/Xb8LB7rCAIBzSzNxy/wyFLos8ddFFA3eQAQGvQ4lmVZMzrQh3WocrcugYzCczdGqq6tRVVWF+vp6lJeXM3ATERERJYlOCCEGL3ZieL1e5ObmYuPGjZg3bx6A2Ej3qaeeij/96U/9vubVV1/FpZdeisbGRuTl5QEAHn/8cdx2223wer0wmUy47bbbsGrVKmzbti3+uu9///vo7OzEa6+9Nmi7fD4fXC4Xurq6kJaWdvwXSmOeLMvwer3IycmB0ZiaQVNWNXg6Q6hvDaI7qiDXboI/ouD+jbuxtue87TyHCf9vfhnml2XF11wrqoaW7iigAya5LCjJsCHTZuSa7OMwEv1psOO9PB4PSkpK+kwZb2hoYKBOcePh/kRjB/sTJRP7EyXTYP0plTLamJof2tUVW1OamZmZ8Pizzz6LZ555Bvn5+fja176GX//61/HR7s2bN+Pkk0+OB24AqKqqwrXXXovPPvsMp512GjZv3owLL7wwoc6qqiosXbq033ZEIhFEIpH41z6fD0DsGy/L8nFfJ419sixDUZSU/H4LIdAaiGJ3awDN3VE4zRLybQb8Y2sjHntvP4KyCkkHfO+UAlzzJTfsJgmaGluO0RGMojuiosBlweRMG7LtJuh0uj7LNWh4kt2fnnzySVx77bXxEezHHnsMV199dUKZL774ot/N0bZv355wv6TUk8r3Jxp72J8omdifKJkG60+p1M/GTOjWNA1Lly7FOeecg5NOOin++A9/+EOUlJSgsLAQW7duxW233YYdO3bgxRdfBAA0NTX1+QGy9+umpqYBy/h8PoRCIVit1oTn7r33Xtx111192tja2poQxmn8UhQFHR0dAACDYcz8MxlUWFZxoCuMRl9s2niG1YT6xjAefL8ZO9tjfbcyy4Kls3NRnmmBFuyCPwhEVQ3tQRl2k4TJ6VbkWWQg5ENraDSvZvxIZn9qbGyMB24gdu+87rrrcPrpp6OwsDBeLiMjo9/N0dLT0+H1eo+rDTS6UvX+RGMT+xMlE/sTJdNg/cnv95/oJh2zMfOvoaamBtu2bcM777yT8PiiRYvin5988skoKCjAV77yFezatQtlZWUj0pbbb78dN998c/xrn8+HoqIiZGdnj/mpC5Qcvb85y87OTonpUaom0NgVQn1XAD7VjLwcJzQh8Ph7+/H3T5shADhMEmrmFuOyGbmQes7I1oSAtzsKTS9QOdmKKZl2OLhBWtINtT95PJ5B11R/9tln/Y5gd3Z24pRTTok/lpOTg8ceewzXXXcdVFWFJEl49NFHE8pQakq1+xONbexPlEzsT5RMg/Uns9l8opt0zMbET9fXX389Vq5cibfeemvQtYazZ88GANTX16OsrAz5+fn44IMPEso0NzcDAPLz8+N/9j52eJm0tLQ+o9xA7BvY3zfRaDTyBjKBGAyGlPietwWiqG8NoNEXhsNkQEmmBevq2/DHjbvRGogCAC6uzMHSc6cgy26Kv647EjsCLMdhRUW2HXlOM9dtj6DB+tNQNz2bPn16vyPYlZWVfepetGgRLrnkEm6ONg6lyv2JUgP7EyUT+xMl00D9KZX62KgeGSaEwPXXX4+XXnoJb775JkpLSwd9zSeffAIAKCgoAADMmTMHn376KVpaWuJl1q5di7S0NMyYMSNeZt26dQn1rF27FnPmzEnSlRCdeGFZxfZmP97f14FmfxiFTjOCURU3vvI5bl+9Ha2BKIrTrXj0Wyfh379aGQ/csqrB0xVCSNZwUn4avlScjvw0CwP3KPJ4PPHADcSmjC9evLjfY76Ge7yX2+3G/PnzGbiJiIiIRsmojnTX1NRgxYoVeOWVV+B0OuNrsF0uF6xWK3bt2oUVK1bgkksuQVZWFrZu3YqbbroJ8+bNw6xZswAACxYswIwZM3DllVfid7/7HZqamnDHHXegpqYmPlq9ZMkSPPzww7j11lvx05/+FG+++Saef/55rFq1atSunehYaZrAQX8Ydd4A2oIysm1GmCxGPPWhB09+sB8RVYNR0uHqs4rw4zOLYDbEfrcmhEBHSEZ3VIXbZUF5th0ZNtMg70YnQl1dXb9Txuvr6/sNyzzei4iIiCh1jGrofuyxxwDEjgU73JNPPomf/OQnMJlMeOONN/CnP/0JgUAARUVFuPzyy3HHHXfEy0qShJUrV+Laa6/FnDlzYLfb8eMf/zjhXO/S0lKsWrUKN910Ex588EG43W78+c9/5hndlHI6QzJ2tXbD0xmGxSihJN2CjzxduO/NejR0xHY9+1JxOm47vwwlGYfOsw/LKloCUaSZDTjD7cIklzW+rptGX0VFRb9TxsvLy4/6GrfbzbBNRERElAJGNXQPdkR4UVERNm7cOGg9JSUlWL169YBl5s+fjy1btgyrfURjRURRsbc9hN1tQURUFbkOMwJRBb95fSdWfRFbWpFlM+KmeVNQNS0nPlVc1QS8gSg0IVCeZcOULDvs3ChtzOmdMr548eL4pmcDTRknIiIiotTBn76JxjAhBJr8EdS3BuDtjiDTakKW3Yj//awZ//X2HvgiCnQALp9VgJq5k+G0HPon7QvL6AgpyHWYUJHjQK7DxHXbYxinjBMRERGNTwzdRGOULyxjV2sQ+7tCMOp1KEq3YndbEPe8Uo+tB30AgKk5dvzygnKcVHDoKDtZ1dDcHYHFIGFWgRPFGTaYDKO6ZyINEaeMExEREY0/DN1EY0hYVuGPKOgMydjTHkIwqiDXYYYmBB56pwErPvZAFYDNKGHJnBJ899RCGHrWZgsh0B6UEZRVFKVbUJbtQLo1dY5SICIiIiIajxi6iUZRVNHgjyjwRxS0dEfQFVIQlFUIIZBmMaAo3Yq3drfhd+t3ockfAQCcX56F/3deGfKch86SD8kqWgIRpFuMODM/HQVpFm6URkREREQ0BjB0E51AinooZLcGougIyghEVWhCwCTpYTdJSLeaodfp0OQL49/X1mHDrjYAQIHTjFvPL8O5U7Li9amagLc7AgFgarYDU7JssJn4z/pE8Hg8qKurQ0VFBaeEExEREdFR8adzomOkaQJdYRmdIQWKpkHVROxDCAgBqCL2uaYKqALQhEBU1RCMqpA1AZNeB5tJQp7THJ8iDsTWZK/45ACeeG8vQrIGSa/DFadPwjWzi2E1SvFyXWEZXSEFeU4zyrPtyOFGaSdMbW0tFi1aBE3ToNfrsXz5clRXV492s4iIiIhoDGLoJhoGIQT8EQXtQRmNXWF0hKKIqgJ6ADqdDjoAOt2hz/U9n6Pnc0mvQ7bdBKN0aGMzVRP4otmPD/Z34sP9XdhyoAthJXZe8ymFabj9gnKUZ9vj5aOKhpbuKCxGPWYVxjZKO7w+GlkejyceuAFA0zQsXrwYVVVVHPEmIiIioj4YuomGoDuioD0YRaMvjPagjIiiwWaUkGE1wTzMncGFENjVFsA/e0L2R54u+CNKQplsuwnXzi3B12bkQa87tFFaW1BGWFbhTregPNsBFzdKO+Hq6urigbuXqqqor69n6CYiIiKiPhi6iY4iomho7AqhNdSN1kBs7bXFoIfLYoDFISWUVTWBsKIiJGsIySqCURUhRUVY1hCUVYRkFf6wgk+b/PhwfyfagnLC6+0mCWe4XTirKB1nFaVjSpYtHrYBIBhV4Q1EkWkz4qQCJwqcFui5UdqIGGytdkVFBfR6fULwliQJ5eXlJ7KZRERERJQiGLqJjiCrGnY2+7HzQBeERcBsMsJpMSDbbgIQG3Gu8wawcXcb3trdhl1tQUQUbZBaE5klPU6ZlIYvFaXjzKJ0VOY6EtZ191J6NkrT6YBpubGN0g5f103JNZS12m63G8uXL8fixYuhqiokScITTzzBUW4iIiIi6hdDN9FhOkMytrf44WkLwKQH8lxmGIwmKKqG9/d14K3d7XhrVxsO9hzfdSQdAJtJgsWgh9UowWaUYDFKsBljX5dl23BWUTpOzk+DaZBp6Z0hGV1hBQVOM8pz7MhxmAcsT8dnOGu1q6urUVVVhfr6epSXlzNwExEREdFRMXQTIbYT+f7OEHZ4AwjJCgpdZnhbdXi9rg3vNHRhU0M7uqNqvLzZoMfs4nTMm5KFM9wuOEwSrCYJZkl/zDuICyEQ6pmOHoiqcJgNOLUwDUUZVm6UdgIMd6222+1m2CYiIiKiQTF004QXjCrY6Q1gb3sQDrMB3REV97xRh488XVDFoXKZNiPOLc3EvClZmF2cDksSpnmHFRWBSGz9txCA1SghzWxAWZYNuU4z0izcKO1E4VptIiIiIhoJDN00oTX7I9je4kd7UEau3YTV21vwhw27EO1J26WZVpw3JQvzpmThpAJnwuZmvbSec7mP1N+At6KK+Ei2KgTMBj0cJgnFGVakW41wmg2wmSSet51kg22OBnCtNhERERGNDIZumpBkVcOu1gDqWwPQ63TIshrxn+vq8er2FgDAlyen45pZ6ZhenA/J0He0WVE1+CMKAlEN0MXO4O4vePcSiD1p0OtgM0qYkmVDhs2INLMRdpPEnchH0FA2R+vFtdpERERElGwM3TTh9G6W1tgVQbbdiGZ/BNe/9Cn2tIcg6YCac0rxg1NyEejqSHidHA/aKvQ6HdIsBkzLtSLTZoJR6hua+8vgkk4Hh9kAiSH7hBjO5mi9uFabiIiIiJKJoZsmjCM3S5vksuD1HV7cs64OYUVDtt2Eey+pxGmTXFCV2DnaUUVDMBJFQFZh0MeC9uRMGzKsRqRbjTBwg7MxbbiboxERERERJRtDN00IR26WlmM347dv1uOlbU0AgC8VpeM/Lp6GTFvsLO6usIwWfxhOKYoMhw1TsmzItJvgshg5Sp1CuDkaEREREY02hm4a14QQPZuldaMjJCPPYYa3O4LrXvwUO70B6ABcM7sY18wuhqTXxctDEyjPcqDUnYlsp41rrlMUN0cjIiIiotHG0E3jVlTRUN8awK62AAx6HYpcFqzf1Ya7Xt+JQFRFutWA//hqJc4uyQAQW7N90B9Bps2IqZkOiJAOGTYTA/cYNZQdyQFujkZEREREo4uhm8al9mAUO5q7cdAfRo7dDL0euH/jbjz3SSMA4JTCNNxzcSXynGYAQHdEQXtIRnG6BdPznDDqBLyh0bwCGshwdiQHuDkaEREREY0ehm4aV1RNYG97EDu9AciaBrfLiu0t3Vi2ZgcaOmIp+sozJqFm7uT4JmitgSiiqoYZuQ6UZdthkPSQZXk0L4MGcCw7khMRERERjRaGbho3uiMKdrT4sa8jBJfViHSjCcvf24un/rkfqgCybEb8+qKp+HJpJoBYQD/oD8NhMuDkgnQUuiyjfAUEDD5tnDuSExEREVEqYeimlCeEQKMvjO0t3fCFFBSkWdDQHsKyNTuwszUAAFgwNQe3nl+GdKsRABBWVDT7oyhIM2NGnhOunsdpdA1l2jh3JCciIiKiVMJDhiml+cMKPj3ow0eeLiiqQEGaGc98dABXPrcFO1sDcFkMuO+SStxzSWU8cHeGZLR2R1GRbcPpbhcD9wng8Xiwfv16eDyeAcv0N238yNf07kguSRIAcEdyIiIiIhrTONJNKSmiqPB0hrCrLYRAVEGu3YQmfwS/+N/P8VmzHwAwb0omfvWVCmTZY2dva0KgxR+BpNfj1EkuFKVbuTP5CTDUTc+GM22cO5ITERERUapg6KaUovWsw65vDaAtICPdaoDbZcFftzTikXcbEFE1OEwS/t/8MiycngudLhaqg1EV3kAU2XYjZuQ5ke0wj/KVjA+Drb8ezqZnw502zh3JiYiIiCgVcHo5pYy2QBQfeTrx4f4uhKIqitIt6AjKWPL3T3H/W7sRUTWcXZyOv115Bi6dkQedTgdNCDT5I+gKy5iW68CXijMYuJOktrYWJSUluOCCC1BSUoLa2to+ZQYavT4Sp40TERER0XjEkW4a8wIRBQ0dITS0B6FqGvIcZnSFFdz3Zj1e2dYEVQBWox5Lz52Cb52cHx/dDkQVtAZk5DhMmJrjQK7DFH+Ojs9QR7CHO3rNaeNERERENN4wdNOYJataz7rtIPwRBdk2EzQh8Of39+HZjw8grMSC3LmlmfjF/Clwu6wADq3dhg6ozHWgLNsGs0EazUsZd4a6/rp39Hrx4sVQVXVIo9ecNk5ERERE4wlDN40JQgiEZBUhWUNIVhGMKmjujsLbHYXLYkCe3YQXtzWh9oN96AwpAICT8534+ZdLcbrbFa8nNrodRa7DHBvddnIq+XANtk4bGN4INkeviYiIiGgiY+imEy6qaD0BOxayu0IyuiIywrKGsKJCCECnAywGCYVpZqyra8Vjm/bigC8MACjJsOL6cyZjfllWfLq4qgm0dEeg0+kwI8+J0iyObh+Loe40PtwRbI5eExEREdFExdBNI04Ige6Iio5QFI2+MLojKiKKClkVAACjXgezQQ+7SUKG1Qip5xiv9/Z24L/e2YOd3gAAINtuwqKzi/H1mfkwHHbUV3dEQVswijxnbHQ7hxulHZPh7DQOcASbiIiIiGgoGLppRBwetA/6ImgPRhGSVVgMEuwmCQ6bCUYpcfP8tkAU/2zuxGdNfvxzfxe2HvQBAOwmCT8+040fnDYJVuOh0euIosEbiMAk6TEzz4nSLDtMBm7If6yGc052L45gExERERENjKGbkqo7oqAjKOOgP4z2gIyQosIs6ZFmMSD3sBHoYFTFpwe78FmzH581+bGtyY8mfyShLoNeh++cUoDqLxUj3WqMP65qAq2BKGRNwO2yYEqWHRk20wm7xvFquDuNExERERHR4Bi66bj1Bu0mfxhtARlBWYXFEAvaOY5YGA4rKt6o8+K9vbGR7F1tAWgisR4dgNIsG2bmOTEz34kvT85Afpol/rwQAl1hBV1hBbkOE8qy7chzmKHX8xiwZDiWncaJiIiIiGhgDN10TAIRBR2hw4J2VIXJoEea+VDQllUN7+xpx5odLdi4qx1BWU2oI89hwox8J2bmOXFSvhPT8xywm/rvksGoitZgFE6zAadNSoM73dpnejodP67TJiIiIiJKLoZuGrLeoN3sD6P1iKCdbY8FbVUT+Of+TqzZ4cWbda3wRZT46wvTzLigPBunFqZhZr5zSBueyaqGlu4IJL0eU3McmJxhhd3MbjuSuE6biIiIiCh5mF5oQMFob9COwNsdRVBWYdLr4LQYkGUzQqfTQQiBrY0+rNnpxRs7vWgLyvHXZ9mMWDA1Bwum5eCkfGf8iK+BCCEQVQV8YRkRRUNhz7rtLDvXbRMRERERUWph6KY++gvaRr0OaUcE7Z3eANbs8GLtTi8OHrYJmstiwAXl2aialoPTJrniR4D1R9UEIoqGiKIirGhQNAEdAKNBD4dJwsmFaShwWrhum4iIiIiIUhJDNwEAQrKKjqCMFn8ELYEoglEFBr0OTvOhoA0ADe1BrNnhxes7vdjbEYq/3maUcF5ZFqqm5WB2cXq/662FEAhEY+E6rKgQAtDpAItBgsWoR67TjDSLETajBKtRgs0kDRjYiYiIiIiIxjqG7gnsyKAdiMgw6GO7jme6LPGgfdAXjgftnd5A/PVmSY8vT8nEgqk5OKc0AxaD1Oc9eoO2P6JAVjXYzUakmQ0oybDCYTbEw7XFoB/S1HMiIiIiIqJUwtA9wYRlFR0hGS3dEbT4owhEFUi62NTxzHRrPPi2BqJ4Y2csaG896I+/XtLrMKckAwum5mDelEw4+tnULCFoawI2o4RJLitynSZkWI2wHWWHciIiIiIiovGG6WcC6C9o63U6uCwGZBw2ot0VlrG+vg1rdrTgI09X/BxtHYAzi1xYMDUH55dnI91q7PMeQggEZRX+sIJoT9AudFmQ5zQzaBMRERER0YTFJDRORZTY1HFvdwTN3VF0R2JBO81swCSXBfqeoB2IKnhrdzvW7PBi894OqL1JG8DJ+U5UTcvBhVNz4keCHU4IgZCswReWEVUFbCYJ+Wlm5DktyLQxaBMRERERETEVjSP9B20gzWxMCNphRcWmhg6s2eHFO7vbEVG1eB1Ts+1YMC0HF03NwSSXpd/3CUZV+CIKoooGm0lCXpoZ+U4LMqxGnqFNRERERER0GCakcUBWNexo6UazP4LuiAKdDnAeMaKtqBo27+vAmp1ebNzVhkBUjb++OMOKqp6ztEszbf2+R0hW0RVWEFE02IwSchwmFDgtyLAZ+13XTURERERERAzd40JY1rCvMwSTXofCw4K2qgl86OnEmh1evFnfiq6wEn9NvtOMBT1Be1qOvd+dw0OyCl9YQVhRYTMaGLSJiIiIiIiGiclpHLGbDNAB+PSgD6/v8GJtXStaA9H481k2Iy6cmoMFU3NwcoEzHs4PF5ZjU8dDsgqrUUKm3YjCNCcyrCY4zBKP9SIiIiIiIhoGhu5xQAiB3W1BfLC3A+vqW9Hoi8Sfc5oNuKA8C1XTcnC6Ox0G/dGDdljWYDHqkWEzYiaDNhERERER0XFj6E5xWxt9+O7/fIgd3kD8MatRj/OmxIL22SUZMEr6Pq8LK7HjvYI9QTvTakRBXmzquNNsYNAmIiIiIiJKAobuFDc504qGjhCMkg5zSzJwcWUuvlyaCYtR6lM2osSO9wopGkxSLGhX5sWO92LQHjs8Hg/q6upQUVEBt9s92s0hIiIiIqLjwNCd4tIsRvzjx2ciKCtwp1lhMiSOakcUDf6IgqCswiTpkWE1otIVO94rzcKgfSINJUzX1tZi0aJF0DQNer0ey5cvR3V19QluKRERERERJUvfeceUcuZNyYLddOj3J1FFQ2sgin2dIXSEonCaDTi10IUvl2ZizuQMTM60wWU1MnCfQLW1tSgpKcEFF1yAkpIS1NbW9inj8XjigRsANE3D4sWL4fF4TnRziYiIiIgoSRi6x5H2kIx9nSG0h6KwmyScWujCOaVZOLskA6VZDNojwePxYP369QMG46GG6bq6uniZXqqqor6+PvkNJyIiIiKiE4KhexzQ6wC7UYLLYsCsAifOKc3C3MmZKM2yId1qhL6fHcvp+A1l9BoYepiuqKiAXp/4T1KSJJSXlye34UREREREdMIwdI8DdrMBZxSlY+7kTJRlOxi0T4DhTAUfaph2u91Yvnw5JEmKl3niiSe4mRoRERERUQpj6B4nHGYDg/YJNJyp4MMJ09XV1WhoaMD69evR0NDATdSIiIiIiFIcdy8nOga9o9eHB++BpoJXV1ejqqoK9fX1KC8vH3D02u12c3SbiIiIiGic4Eg3UT88Hg/efffdo26QdixTwd1uN+bPn89ATUREREQ0gXCkm+gIQz0rezij10RERERENDFxpJvoMMM9K5uj10RERERENBCGbqLD8KxsIiIiIiJKJoZuosPwrGwiIiIiIkomhm6aMDweD9avX3/UqeIAz8omIiIiIqLkYuimCaG2thYlJSW44IILUFJSgtra2qOWra6uRl1dHV544QXU1dXxrGwiIiIiIjpmDN007g13czQgNuI9d+5cjnATEREREdFxYeimcY+boxERERER0Whh6KZxj5ujERERERHRaGHopnGPm6MREREREdFoMYx2A4hOhOrqalRVVaG+vh7l5eUM3EREREREdEIwdFNK83g8qKurQ0VFxaBB2u12M2wTEREREdEJxenllLKGcwwYERERERHRaGDoppR0LMeAERERERERnWgM3ZSSeAwYERERERGlAoZuSkk8BoyIiIiIiFIBQzelJB4DRkREREREqYC7l1PK4jFgREREREQ01jF005g01KPAeAwYERERERGNZZxeTmMOjwIjIiIiIqLxgqGbxhQeBUZEREREROMJQzedMB6PB+vXrx8wQPMoMCIiIiIiGk8YuumEGOqUcR4FRkRERERE4wlDN4244UwZ51FgREREREQ0nnD3chpxA00Z7y9M8ygwIiIiIiIaLxi6acT1Thk/PHgPNmWcR4EREREREdF4wOnlNOI4ZZyIiIiIiCaqUQ3d9957L8466yw4nU7k5ubiG9/4Bnbs2JFQJhwOo6amBllZWXA4HLj88svR3NycUGbfvn1YuHAhbDYbcnNzccstt0BRlIQyGzZswOmnnw6z2Yzy8nI89dRTI315dJjq6mo0NDRg/fr1aGhoQHV19Wg3iYiIiIiIaMSNaujeuHEjampq8N5772Ht2rWQZRkLFixAIBCIl7npppvwf//3f3jhhRewceNGNDY24lvf+lb8eVVVsXDhQkSjUWzatAl/+ctf8NRTT+HOO++Ml9mzZw8WLlyI888/H5988gmWLl2Ka665BmvWrDmh1zvRud1uzJ8/nyPcREREREQ0YeiEEGK0G9HL6/UiNzcXGzduxLx589DV1YWcnBysWLEC3/72twEA27dvx/Tp07F582acffbZePXVV3HppZeisbEReXl5AIDHH38ct912G7xeL0wmE2677TasWrUK27Zti7/X97//fXR2duK1114btF0+nw8ulwtdXV1IS0sbmYunMUWWZXi9XuTk5MBoNI52cyjFsT9RMrE/UTKxP1EysT9RMg3Wn1Ipo42pNd1dXV0AgMzMTADARx99BFmWceGFF8bLVFZWori4GJs3bwYAbN68GSeffHI8cANAVVUVfD4fPvvss3iZw+voLdNbBxEREREREdFIGDO7l2uahqVLl+Kcc87BSSedBABoamqCyWRCenp6Qtm8vDw0NTXFyxweuHuf731uoDI+nw+hUAhWqzXhuUgkgkgkEv/a5/MBiP22RZbl47xSSgWyLENRFH6/KSnYnyiZ2J8omdifKJnYnyiZButPqdTPxkzorqmpwbZt2/DOO++MdlNw77334q677urzeGtra0IYp/FLURR0dHQAAAyGMfPPhFIU+xMlE/sTJRP7EyUT+xMl02D9ye/3n+gmHbMx8a/h+uuvx8qVK/HWW28lbLKVn5+PaDSKzs7OhNHu5uZm5Ofnx8t88MEHCfX17m5+eJkjdzxvbm5GWlpan1FuALj99ttx8803x7/2+XwoKipCdnb2mF8vQMnR+5uz7Oxsrkmi48b+RMnE/kTJxP5EycT+RMk0WH8ym80nuknHbFRDtxACP//5z/HSSy9hw4YNKC0tTXj+jDPOgNFoxLp163D55ZcDAHbs2IF9+/Zhzpw5AIA5c+bgP//zP9HS0oLc3FwAwNq1a5GWloYZM2bEy6xevTqh7rVr18brOJLZbO73m2g0GsfkDcTj8aCurg4VFRXcGTyJDAbDmP2eU+phf6JkYn+iZGJ/omRif6JkGqg/pVIfG9WN1GpqavDMM89gxYoVcDqdaGpqQlNTE0KhEADA5XKhuroaN998M9avX4+PPvoIV199NebMmYOzzz4bALBgwQLMmDEDV155Jf71r39hzZo1uOOOO1BTUxMPzkuWLMHu3btx6623Yvv27Xj00Ufx/PPP46abbhq1a0+W2tpalJSU4IILLkBJSQlqa2tHu0lERERERETUY1RD92OPPYauri7Mnz8fBQUF8Y+//e1v8TIPPPAALr30Ulx++eWYN28e8vPz8eKLL8aflyQJK1euhCRJmDNnDq644gpcddVVuPvuu+NlSktLsWrVKqxduxannHIK/vjHP+LPf/4zqqqqTuj1JpvH48GiRYugaRqA2GZ0ixcvhsfjGeWWERERERERETAGppcPxmKx4JFHHsEjjzxy1DIlJSV9po8faf78+diyZcuw2ziW1dXVxQN3L1VVUV9fz2nmREREREREY8CYOqebhqeiogJ6feK3UJIklJeXj1KLiIiIiIiI6HAM3SnM7XZj+fLlkCQJQCxwP/HEExzlJiIiIiIiGiPGxJFhdOyqq6tRVVWF+vp6lJeXM3ATERERERGNIQzd44Db7WbYJiIiIiIiGoM4vZyIiIiIiIhohDB0ExEREREREY0Qhm4iIiIiIiKiEcLQTURERERERDRCGLqJiIiIiIiIRghDNxEREREREdEIYegmIiIiIiIiGiEM3UREREREREQjhKGbiIiIiIiIaIQwdBMRERERERGNEIZuIiIiIiIiohHC0E1EREREREQ0Qhi6iYiIiIiIiEYIQzcRERERERHRCGHoJiIiIiIiIhohDN1EREREREREI4Shm4iIiIiIiGiEMHQTERERERERjRDDaDcgFQghAAA+n2+UW0IniizL8Pv9MJvNMBqNo90cSnHsT5RM7E+UTOxPlEzsT5RMg/Wn3mzWm9XGMobuIfD7/QCAoqKiUW4JERERERER9fL7/XC5XKPdjAHpRCr8amCUaZqGxsZGOJ1O6HS60W4OnQA+nw9FRUXYv38/0tLSRrs5lOLYnyiZ2J8omdifKJnYnyiZButPQgj4/X4UFhZCrx/bq6Y50j0Eer0ebrd7tJtBoyAtLY3/aVDSsD9RMrE/UTKxP1EysT9RMg3Un8b6CHevsf0rASIiIiIiIqIUxtBNRERERERENEIYuon6YTabsWzZMpjN5tFuCo0D7E+UTOxPlEzsT5RM7E+UTOOpP3EjNSIiIiIiIqIRwpFuIiIiIiIiohHC0E1EREREREQ0Qhi6iYiIiIiIiEYIQzeNqnvvvRdnnXUWnE4ncnNz8Y1vfAM7duxIKBMOh1FTU4OsrCw4HA5cfvnlaG5ujj//r3/9Cz/4wQ9QVFQEq9WK6dOn48EHH0yo45133sE555yDrKwsWK1WVFZW4oEHHhi0fUII3HnnnSgoKIDVasWFF16Iurq6hDJf//rXUVxcDIvFgoKCAlx55ZVobGwcsN6DBw/ihz/8IaZOnQq9Xo+lS5f2W+6FF15AZWUlLBYLTj75ZKxevXrQNk9kE7U/vfjii7jooouQk5ODtLQ0zJkzB2vWrDlq+fvuuw86ne6o/Y5ixkN/6hWJRHDqqadCp9Phk08+GbTuDRs24PTTT4fZbEZ5eTmeeuqphOcnT54MnU7X56OmpmbQuieqidqfhnJ/euutt/C1r30NhYWF0Ol0ePnllwdt70Q3HvpTf/eR++67b9C6B7s//eY3v+lTb2Vl5aD1TmQTtT8N5edxWZZx9913o6ysDBaLBaeccgpee+21Qdvc30UQjZqqqirx5JNPim3btolPPvlEXHLJJaK4uFh0d3fHyyxZskQUFRWJdevWiQ8//FCcffbZYu7cufHna2trxQ033CA2bNggdu3aJZ5++mlhtVrFQw89FC/z8ccfixUrVoht27aJPXv2iKefflrYbDbxxBNPDNi+++67T7hcLvHyyy+Lf/3rX+LrX/+6KC0tFaFQKF7m/vvvF5s3bxYNDQ3i3XffFXPmzBFz5swZsN49e/aIG264QfzlL38Rp556qrjxxhv7lHn33XeFJEnid7/7nfj888/FHXfcIYxGo/j0008H+2udsCZqf7rxxhvFb3/7W/HBBx+InTt3ittvv10YjUbx8ccf9yn7wQcfiMmTJ4tZs2b12+/okPHQn3rdcMMN4uKLLxYAxJYtWwasd/fu3cJms4mbb75ZfP755+Khhx4SkiSJ1157LV6mpaVFHDx4MP6xdu1aAUCsX79+kL/ViWui9qeh3J9Wr14tfvWrX4kXX3xRABAvvfTSIH+bNB76U0lJibj77rsT7iWHt78/Q7k/LVu2TMycOTOhXq/XO+S/24loovanofw8fuutt4rCwkKxatUqsWvXLvHoo48Ki8XS789YA2HopjGlpaVFABAbN24UQgjR2dkpjEajeOGFF+JlvvjiCwFAbN68+aj1XHfddeL8888f8L2++c1viiuuuOKoz2uaJvLz88Xvf//7+GOdnZ3CbDaL55577qive+WVV4ROpxPRaHTA9+913nnn9fuP/Lvf/a5YuHBhwmOzZ88WixcvHlK9NDH7U68ZM2aIu+66K+Exv98vKioqxNq1a4/a7+joUrU/rV69WlRWVorPPvtsSCHp1ltvFTNnzkx47Hvf+56oqqo66mtuvPFGUVZWJjRNG7BuOmSi9Kf+9Hd/6sXQfWxSsT+VlJSIBx54YLBLSzCU+9OyZcvEKaecMqx6KdFE6U+HO9rPRQUFBeLhhx9OeOxb3/qW+NGPfjSs+jm9nMaUrq4uAEBmZiYA4KOPPoIsy7jwwgvjZSorK1FcXIzNmzcPWE9vHf3ZsmULNm3ahPPOO++oZfbs2YOmpqaE93a5XJg9e/ZR37u9vR3PPvss5s6dC6PReNS6h2Lz5s0J7w0AVVVVA143JZqo/UnTNPj9/j5trqmpwcKFC/v0KxqaVOxPzc3N+NnPfoann34aNptt8IvE8O890WgUzzzzDH76059Cp9MN6T1o4vSnIx3t/kTHJxX7ExBb7pSVlYXTTjsNv//976EoyoDXOdT7U11dHQoLCzFlyhT86Ec/wr59+waslxJNlP40FJFIBBaLJeExq9WKd955Z1j1GI67JURJomkali5dinPOOQcnnXQSAKCpqQkmkwnp6ekJZfPy8tDU1NRvPZs2bcLf/vY3rFq1qs9zbrcbXq8XiqLgN7/5Da655pqjtqe3/ry8vEHf+7bbbsPDDz+MYDCIs88+GytXrhz0egfT1NQ0pPem/k3k/vSHP/wB3d3d+O53vxt/7K9//Ss+/vhj/POf/xxWXRSTiv1JCIGf/OQnWLJkCc4880w0NDQM6VqPdu/x+XwIhUKwWq0Jz7388svo7OzET37ykyHVTxOrPx2pv/sTHZ9U7E8AcMMNN+D0009HZmYmNm3ahNtvvx0HDx7E/fffP2Ddg92fZs+ejaeeegrTpk3DwYMHcdddd+Hcc8/Ftm3b4HQ6j1o3xUyk/jQUVVVVuP/++zFv3jyUlZVh3bp1ePHFF6Gq6rDq4Ug3jRk1NTXYtm0b/vrXvx5zHdu2bcNll12GZcuWYcGCBX2ef/vtt/Hhhx/i8ccfx5/+9Cc899xzAIBnn30WDocj/vH2228P631vueUWbNmyBa+//jokScJVV10FIQQAJNS7ZMmSY742Gp6J2p9WrFiBu+66C88//zxyc3MBAPv378eNN96IZ599ts9va2loUrE/PfTQQ/D7/bj99tuPWiYZ96fa2lpcfPHFKCwsPKbXT0QTtT/1d3+i45eK/QkAbr75ZsyfPx+zZs3CkiVL8Mc//hEPPfQQIpEIgGO/P1188cX4zne+g1mzZqGqqgqrV69GZ2cnnn/++SHXMZGxPyV68MEHUVFRgcrKSphMJlx//fW4+uqrodcPM0Yf67x3omSqqakRbrdb7N69O+HxdevWCQCio6Mj4fHi4mJx//33Jzz22WefidzcXPHLX/5ySO/57//+72Lq1KlCCCF8Pp+oq6uLfwSDQbFr165+16vNmzdP3HDDDUetd//+/QKA2LRpkxBCJNTb3Nzcp/zR1pAUFRX1WZty5513ilmzZg3p+iayidqfnnvuOWG1WsXKlSsTHn/ppZcEACFJUvwDgNDpdEKSJKEoypCucaJK1f502WWXCb1e3+f7LkmSuOqqq4QQ/fenc889t8896b//+79FWlpan3Y2NDQIvV4vXn755SFdF028/tTraPenI4FruoclVftTf7Zt2yYAiO3btwshjv/+dLgzzzxT/Nu//duQrm8im2j96XCD7XUTCoWEx+MRmqaJW2+9VcyYMWNI19eLoZtGlaZpoqamRhQWFoqdO3f2eb5344a///3v8ce2b9/eZ+OGbdu2idzcXHHLLbcM+b3vuusuUVJSMmDb8vPzxR/+8If4Y11dXYNufLV3795h7eI70EZql156acJjc+bM4UZqA5jI/WnFihXCYrH0G358Pp/49NNPEz7OPPNMccUVV3A3/AGken/au3dvwvd8zZo1AoD4+9//Lvbv33/Uum+99VZx0kknJTz2gx/8oN+N1JYtWyby8/OFLMtDvraJaqL2JyEGvj8diaF7aFK9P/XnmWeeEXq9XrS3tx+1zHDuT738fr/IyMgQDz744FHLTHQTtT8dbqgbzEajUVFWViZuv/32IdXbi6GbRtW1114rXC6X2LBhQ8IW/8FgMF5myZIlori4WLz55pviww8/7HOE0qeffipycnLEFVdckVBHS0tLvMzDDz8s/vd//1fs3LlT7Ny5U/z5z38WTqdT/OpXvxqwfffdd59IT08Xr7zyiti6dau47LLLEo4oeO+998RDDz0ktmzZIhoaGsS6devE3LlzRVlZmQiHwwPWvWXLFrFlyxZxxhlniB/+8Idiy5Yt4rPPPos//+677wqDwSD+8Ic/iC+++EIsW7aMR4YNYqL2p2effVYYDAbxyCOPJLS5s7PzqK/h7uWDS/X+dKQ9e/YM68iwW265RXzxxRfikUce6XMkjxBCqKoqiouLxW233TZgfRQzUfvTUO5Pfr8//n8iAHH//feLLVu2iL179w5Y90SW6v1p06ZN4oEHHhCffPKJ2LVrl3jmmWdETk5OfNbE0Qzl/vSLX/xCbNiwQezZs0e8++674sILLxTZ2dkJ10WJJmp/EmLwn8ffe+898Y9//EPs2rVLvPXWW+KCCy4QpaWlfUb9B8PQTaMKQL8fTz75ZLxMKBQS1113ncjIyBA2m01885vfFAcPHow/v2zZsn7rOPy3Zv/1X/8lZs6cKWw2m0hLSxOnnXaaePTRR4WqqgO2T9M08etf/1rk5eUJs9ksvvKVr4gdO3bEn9+6das4//zzRWZmpjCbzWLy5MliyZIlwuPxHNO1H/mbvueff15MnTpVmEwmMXPmTLFq1apB653IJmp/Ou+88/pt849//OMBX8PQPbBU709HGmpIEkKI9evXi1NPPVWYTCYxZcqUhGvu1TvSOdB70iETtT8N5f60fv36Yd/DJrpU708fffSRmD17tnC5XMJisYjp06eLe+65Z9ABCyEGvz9973vfEwUFBcJkMolJkyaJ733ve6K+vn7QeieyidyfBmvzhg0bxPTp04XZbBZZWVniyiuvFAcOHBj8L/UIup43IyIiIiIiIqIk4+7lRERERERERCOEoZuIiIiIiIhohDB0ExEREREREY0Qhm4iIiIiIiKiEcLQTURERERERDRCGLqJiIiIiIiIRghDNxEREREREdEIYegmIiIiIiIiGiEM3URERBPE/PnzsXTp0tFuBhER0YTC0E1EREREREQ0Qhi6iYiIiIiIiEYIQzcREdE4FAgEcNVVV8HhcKCgoAB//OMfE55/9NFHUVFRAYvFgry8PHz7298epZYSERGNb4bRbgAREREl3y233IKNGzfilVdeQW5uLn75y1/i448/xqmnnooPP/wQN9xwA55++mnMnTsX7e3tePvtt0e7yUREROOSTgghRrsRRERElDzd3d3IysrCM888g+985zsAgPb2drjdbixatAjz5s3D1VdfDY/HA6fTOcqtJSIiGt84vZyIiGic2bVrF6LRKGbPnh1/LDMzE9OmTQMAXHTRRSgpKcGUKVNw5ZVX4tlnn0UwGByt5hIREY1rDN1EREQTjNPpxMcff4znnnsOBQUFuPPOO3HKKaegs7NztJtGREQ07jB0ExERjTNlZWUwGo14//334491dHRg586d8a8NBgMuvPBC/O53v8PWrVvR0NCAN998czSaS0RENK5xIzUiIqJxxuFwoLq6GrfccguysrKQm5uLX/3qV9DrY79rX7lyJXbv3o158+YhIyMDq1evhqZp8ennRERElDwM3UREROPQ73//e3R3d+NrX/sanE4nfvGLX6CrqwsAkJ6ejhdffBG/+c1vEA6HUVFRgeeeew4zZ84c5VYTERGNP9y9nIiIiIiIiGiEcE03ERERERER0Qhh6CYiIiIiIiIaIQzdRERERERERCOEoZuIiIiIiIhohDB0ExEREREREY0Qhm4iIiIiIiKiEcLQTURERERERDRCGLqJiIiIiIiIRghDNxEREREREdEIYegmIiIiIiIiGiEM3UREREREREQjhKGbiIiIiIiIaIT8/zaHZx6Kg2kEAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m1.plot(m1.predict(large_y));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m2.plot(m2.predict(large_y));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspecting transformed data (new in 1.1.5)\n",
    "\n",
    "For debugging, it's useful to understand how the raw data has been transformed before being passed to the stan fit routine. We can call the `.preprocess()` method to see all the inputs to stan, and `.calculate_init_params()` to see how the model parameters will be initialized."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')\n",
    "m = Prophet()\n",
    "transformed = m.preprocess(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.746552\n",
       "1    0.663171\n",
       "2    0.637023\n",
       "3    0.628367\n",
       "4    0.614441\n",
       "5    0.605884\n",
       "6    0.654956\n",
       "7    0.687273\n",
       "8    0.652501\n",
       "9    0.628148\n",
       "Name: y_scaled, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transformed.y.head(n=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>yearly_delim_1</th>\n",
       "      <th>yearly_delim_2</th>\n",
       "      <th>yearly_delim_3</th>\n",
       "      <th>yearly_delim_4</th>\n",
       "      <th>yearly_delim_5</th>\n",
       "      <th>yearly_delim_6</th>\n",
       "      <th>yearly_delim_7</th>\n",
       "      <th>yearly_delim_8</th>\n",
       "      <th>yearly_delim_9</th>\n",
       "      <th>yearly_delim_10</th>\n",
       "      <th>...</th>\n",
       "      <th>yearly_delim_17</th>\n",
       "      <th>yearly_delim_18</th>\n",
       "      <th>yearly_delim_19</th>\n",
       "      <th>yearly_delim_20</th>\n",
       "      <th>weekly_delim_1</th>\n",
       "      <th>weekly_delim_2</th>\n",
       "      <th>weekly_delim_3</th>\n",
       "      <th>weekly_delim_4</th>\n",
       "      <th>weekly_delim_5</th>\n",
       "      <th>weekly_delim_6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.377462</td>\n",
       "      <td>0.926025</td>\n",
       "      <td>-0.699079</td>\n",
       "      <td>0.715044</td>\n",
       "      <td>-0.917267</td>\n",
       "      <td>0.398272</td>\n",
       "      <td>-0.999745</td>\n",
       "      <td>0.022576</td>\n",
       "      <td>-0.934311</td>\n",
       "      <td>-0.356460</td>\n",
       "      <td>...</td>\n",
       "      <td>0.335276</td>\n",
       "      <td>-0.942120</td>\n",
       "      <td>0.666089</td>\n",
       "      <td>-0.745872</td>\n",
       "      <td>-4.338837e-01</td>\n",
       "      <td>-0.900969</td>\n",
       "      <td>7.818315e-01</td>\n",
       "      <td>0.623490</td>\n",
       "      <td>-9.749279e-01</td>\n",
       "      <td>-0.222521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.361478</td>\n",
       "      <td>0.932381</td>\n",
       "      <td>-0.674069</td>\n",
       "      <td>0.738668</td>\n",
       "      <td>-0.895501</td>\n",
       "      <td>0.445059</td>\n",
       "      <td>-0.995827</td>\n",
       "      <td>0.091261</td>\n",
       "      <td>-0.961479</td>\n",
       "      <td>-0.274879</td>\n",
       "      <td>...</td>\n",
       "      <td>0.185987</td>\n",
       "      <td>-0.982552</td>\n",
       "      <td>0.528581</td>\n",
       "      <td>-0.848883</td>\n",
       "      <td>-9.749279e-01</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>4.338837e-01</td>\n",
       "      <td>-0.900969</td>\n",
       "      <td>7.818315e-01</td>\n",
       "      <td>0.623490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.345386</td>\n",
       "      <td>0.938461</td>\n",
       "      <td>-0.648262</td>\n",
       "      <td>0.761418</td>\n",
       "      <td>-0.871351</td>\n",
       "      <td>0.490660</td>\n",
       "      <td>-0.987196</td>\n",
       "      <td>0.159513</td>\n",
       "      <td>-0.981538</td>\n",
       "      <td>-0.191266</td>\n",
       "      <td>...</td>\n",
       "      <td>0.032249</td>\n",
       "      <td>-0.999480</td>\n",
       "      <td>0.375470</td>\n",
       "      <td>-0.926834</td>\n",
       "      <td>-7.818315e-01</td>\n",
       "      <td>0.623490</td>\n",
       "      <td>-9.749279e-01</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>-4.338837e-01</td>\n",
       "      <td>-0.900969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.329192</td>\n",
       "      <td>0.944263</td>\n",
       "      <td>-0.621687</td>\n",
       "      <td>0.783266</td>\n",
       "      <td>-0.844881</td>\n",
       "      <td>0.534955</td>\n",
       "      <td>-0.973892</td>\n",
       "      <td>0.227011</td>\n",
       "      <td>-0.994341</td>\n",
       "      <td>-0.106239</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.122261</td>\n",
       "      <td>-0.992498</td>\n",
       "      <td>0.211276</td>\n",
       "      <td>-0.977426</td>\n",
       "      <td>5.505235e-14</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.101047e-13</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.984146e-12</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.312900</td>\n",
       "      <td>0.949786</td>\n",
       "      <td>-0.594376</td>\n",
       "      <td>0.804187</td>\n",
       "      <td>-0.816160</td>\n",
       "      <td>0.577825</td>\n",
       "      <td>-0.955979</td>\n",
       "      <td>0.293434</td>\n",
       "      <td>-0.999791</td>\n",
       "      <td>-0.020426</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.273845</td>\n",
       "      <td>-0.961774</td>\n",
       "      <td>0.040844</td>\n",
       "      <td>-0.999166</td>\n",
       "      <td>7.818315e-01</td>\n",
       "      <td>0.623490</td>\n",
       "      <td>9.749279e-01</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>4.338837e-01</td>\n",
       "      <td>-0.900969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.296516</td>\n",
       "      <td>0.955028</td>\n",
       "      <td>-0.566362</td>\n",
       "      <td>0.824157</td>\n",
       "      <td>-0.785267</td>\n",
       "      <td>0.619157</td>\n",
       "      <td>-0.933542</td>\n",
       "      <td>0.358468</td>\n",
       "      <td>-0.997850</td>\n",
       "      <td>0.065537</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.418879</td>\n",
       "      <td>-0.908042</td>\n",
       "      <td>-0.130793</td>\n",
       "      <td>-0.991410</td>\n",
       "      <td>9.749279e-01</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>-4.338837e-01</td>\n",
       "      <td>-0.900969</td>\n",
       "      <td>-7.818315e-01</td>\n",
       "      <td>0.623490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.280044</td>\n",
       "      <td>0.959987</td>\n",
       "      <td>-0.537677</td>\n",
       "      <td>0.843151</td>\n",
       "      <td>-0.752283</td>\n",
       "      <td>0.658840</td>\n",
       "      <td>-0.906686</td>\n",
       "      <td>0.421806</td>\n",
       "      <td>-0.988531</td>\n",
       "      <td>0.151016</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.553893</td>\n",
       "      <td>-0.832588</td>\n",
       "      <td>-0.298569</td>\n",
       "      <td>-0.954388</td>\n",
       "      <td>4.338837e-01</td>\n",
       "      <td>-0.900969</td>\n",
       "      <td>-7.818315e-01</td>\n",
       "      <td>0.623490</td>\n",
       "      <td>9.749279e-01</td>\n",
       "      <td>-0.222521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.263489</td>\n",
       "      <td>0.964662</td>\n",
       "      <td>-0.508356</td>\n",
       "      <td>0.861147</td>\n",
       "      <td>-0.717295</td>\n",
       "      <td>0.696769</td>\n",
       "      <td>-0.875539</td>\n",
       "      <td>0.483147</td>\n",
       "      <td>-0.971904</td>\n",
       "      <td>0.235379</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.675656</td>\n",
       "      <td>-0.737217</td>\n",
       "      <td>-0.457531</td>\n",
       "      <td>-0.889193</td>\n",
       "      <td>-4.338837e-01</td>\n",
       "      <td>-0.900969</td>\n",
       "      <td>7.818315e-01</td>\n",
       "      <td>0.623490</td>\n",
       "      <td>-9.749279e-01</td>\n",
       "      <td>-0.222521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.246857</td>\n",
       "      <td>0.969052</td>\n",
       "      <td>-0.478434</td>\n",
       "      <td>0.878124</td>\n",
       "      <td>-0.680398</td>\n",
       "      <td>0.732843</td>\n",
       "      <td>-0.840248</td>\n",
       "      <td>0.542202</td>\n",
       "      <td>-0.948090</td>\n",
       "      <td>0.318001</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.781257</td>\n",
       "      <td>-0.624210</td>\n",
       "      <td>-0.602988</td>\n",
       "      <td>-0.797750</td>\n",
       "      <td>-9.749279e-01</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>4.338837e-01</td>\n",
       "      <td>-0.900969</td>\n",
       "      <td>7.818315e-01</td>\n",
       "      <td>0.623490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.230151</td>\n",
       "      <td>0.973155</td>\n",
       "      <td>-0.447945</td>\n",
       "      <td>0.894061</td>\n",
       "      <td>-0.641689</td>\n",
       "      <td>0.766965</td>\n",
       "      <td>-0.800980</td>\n",
       "      <td>0.598691</td>\n",
       "      <td>-0.917267</td>\n",
       "      <td>0.398272</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.868168</td>\n",
       "      <td>-0.496271</td>\n",
       "      <td>-0.730644</td>\n",
       "      <td>-0.682758</td>\n",
       "      <td>-7.818315e-01</td>\n",
       "      <td>0.623490</td>\n",
       "      <td>-9.749279e-01</td>\n",
       "      <td>-0.222521</td>\n",
       "      <td>-4.338837e-01</td>\n",
       "      <td>-0.900969</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   yearly_delim_1  yearly_delim_2  yearly_delim_3  yearly_delim_4  \\\n",
       "0       -0.377462        0.926025       -0.699079        0.715044   \n",
       "1       -0.361478        0.932381       -0.674069        0.738668   \n",
       "2       -0.345386        0.938461       -0.648262        0.761418   \n",
       "3       -0.329192        0.944263       -0.621687        0.783266   \n",
       "4       -0.312900        0.949786       -0.594376        0.804187   \n",
       "5       -0.296516        0.955028       -0.566362        0.824157   \n",
       "6       -0.280044        0.959987       -0.537677        0.843151   \n",
       "7       -0.263489        0.964662       -0.508356        0.861147   \n",
       "8       -0.246857        0.969052       -0.478434        0.878124   \n",
       "9       -0.230151        0.973155       -0.447945        0.894061   \n",
       "\n",
       "   yearly_delim_5  yearly_delim_6  yearly_delim_7  yearly_delim_8  \\\n",
       "0       -0.917267        0.398272       -0.999745        0.022576   \n",
       "1       -0.895501        0.445059       -0.995827        0.091261   \n",
       "2       -0.871351        0.490660       -0.987196        0.159513   \n",
       "3       -0.844881        0.534955       -0.973892        0.227011   \n",
       "4       -0.816160        0.577825       -0.955979        0.293434   \n",
       "5       -0.785267        0.619157       -0.933542        0.358468   \n",
       "6       -0.752283        0.658840       -0.906686        0.421806   \n",
       "7       -0.717295        0.696769       -0.875539        0.483147   \n",
       "8       -0.680398        0.732843       -0.840248        0.542202   \n",
       "9       -0.641689        0.766965       -0.800980        0.598691   \n",
       "\n",
       "   yearly_delim_9  yearly_delim_10  ...  yearly_delim_17  yearly_delim_18  \\\n",
       "0       -0.934311        -0.356460  ...         0.335276        -0.942120   \n",
       "1       -0.961479        -0.274879  ...         0.185987        -0.982552   \n",
       "2       -0.981538        -0.191266  ...         0.032249        -0.999480   \n",
       "3       -0.994341        -0.106239  ...        -0.122261        -0.992498   \n",
       "4       -0.999791        -0.020426  ...        -0.273845        -0.961774   \n",
       "5       -0.997850         0.065537  ...        -0.418879        -0.908042   \n",
       "6       -0.988531         0.151016  ...        -0.553893        -0.832588   \n",
       "7       -0.971904         0.235379  ...        -0.675656        -0.737217   \n",
       "8       -0.948090         0.318001  ...        -0.781257        -0.624210   \n",
       "9       -0.917267         0.398272  ...        -0.868168        -0.496271   \n",
       "\n",
       "   yearly_delim_19  yearly_delim_20  weekly_delim_1  weekly_delim_2  \\\n",
       "0         0.666089        -0.745872   -4.338837e-01       -0.900969   \n",
       "1         0.528581        -0.848883   -9.749279e-01       -0.222521   \n",
       "2         0.375470        -0.926834   -7.818315e-01        0.623490   \n",
       "3         0.211276        -0.977426    5.505235e-14        1.000000   \n",
       "4         0.040844        -0.999166    7.818315e-01        0.623490   \n",
       "5        -0.130793        -0.991410    9.749279e-01       -0.222521   \n",
       "6        -0.298569        -0.954388    4.338837e-01       -0.900969   \n",
       "7        -0.457531        -0.889193   -4.338837e-01       -0.900969   \n",
       "8        -0.602988        -0.797750   -9.749279e-01       -0.222521   \n",
       "9        -0.730644        -0.682758   -7.818315e-01        0.623490   \n",
       "\n",
       "   weekly_delim_3  weekly_delim_4  weekly_delim_5  weekly_delim_6  \n",
       "0    7.818315e-01        0.623490   -9.749279e-01       -0.222521  \n",
       "1    4.338837e-01       -0.900969    7.818315e-01        0.623490  \n",
       "2   -9.749279e-01       -0.222521   -4.338837e-01       -0.900969  \n",
       "3    1.101047e-13        1.000000    1.984146e-12        1.000000  \n",
       "4    9.749279e-01       -0.222521    4.338837e-01       -0.900969  \n",
       "5   -4.338837e-01       -0.900969   -7.818315e-01        0.623490  \n",
       "6   -7.818315e-01        0.623490    9.749279e-01       -0.222521  \n",
       "7    7.818315e-01        0.623490   -9.749279e-01       -0.222521  \n",
       "8    4.338837e-01       -0.900969    7.818315e-01        0.623490  \n",
       "9   -9.749279e-01       -0.222521   -4.338837e-01       -0.900969  \n",
       "\n",
       "[10 rows x 26 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transformed.X.head(n=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ModelParams(k=-0.05444079622224118, m=0.7465517318876905, delta=array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0.]), beta=array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0.]), sigma_obs=1.0)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.calculate_initial_params(num_total_regressors=transformed.K)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### External references\n",
    "\n",
    "As we discuss in our [2023 blog post on the state of Prophet](https://medium.com/@cuongduong_35162/facebook-prophet-in-2023-and-beyond-c5086151c138), we have no plans to further develop the underlying Prophet model. If you're looking for state-of-the-art forecasting accuracy, we recommend the following libraries:\n",
    "\n",
    "* [`statsforecast`](https://github.com/Nixtla/statsforecast), and other packages from the Nixtla group such as [`hierarchicalforecast`](https://github.com/Nixtla/hierarchicalforecast) and [`neuralforecast`](https://github.com/Nixtla/neuralforecast).\n",
    "* [`NeuralProphet`](https://neuralprophet.com/), a Prophet-style model implemented in PyTorch, to be more adaptable and extensible.\n",
    "\n",
    "These github repositories provide examples of building on top of Prophet in ways that may be of broad interest:\n",
    "\n",
    "* [forecastr](https://github.com/garethcull/forecastr): A web app that provides a UI for Prophet."
   ]
  }
 ],
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